:::{.column-page}
Model Evaluation COSFIRE Filters Approach
Introduction
We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).
The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).
Code
class CosfireNet(nn.Module):
def __init__(self, input_size, bitsize, l1_reg, l2_reg):
super(CosfireNet, self).__init__()
self.l1_reg = l1_reg
self.l2_reg = l2_reg
self.hd = nn.Sequential(
nn.Linear(input_size, 300),
nn.BatchNorm1d(300),
nn.Tanh(),
nn.Linear(300, 200),
nn.BatchNorm1d(200),
nn.Tanh(),
nn.Linear(200, bitsize),
nn.Tanh()
)
def forward(self, x):
regularization_loss = 0.0
for param in self.hd.parameters():
regularization_loss += torch.sum(torch.abs(param)) * self.l1_reg # L1 regularization
regularization_loss += torch.sum(param ** 2) * self.l2_reg # L2 regularization
return self.hd(x), regularization_losstiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.
::: {.panel-tabset}
In these experiments, we have considered four different bit sizes.
Bit size 32
The results in this presentation are from two experimental designs:
::: {.panel-tabset}
Experiment 1 Results
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.15 | 88.89 | 87.42 | 87.97 | 85.95 | 88.51 | 90.37 | 89.69 | 88.90 | 88.50 | 89.32 | 88.88 | 88.44 | 89.33 | 88.66 | 90.90 | 89.46 | 89.03 | 90.45 | 88.40 | 89.21 | 88.56 | 87.27 | 88.69 | 89.24 | 88.44 |
| 13 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.03 | 87.76 | 88.11 | 87.47 | 87.14 | 89.78 | 87.92 | 89.90 | 87.77 | 89.09 | 88.16 | 90.41 | 91.19 | 88.11 | 89.11 | 89.99 | 88.48 | 90.26 | 88.93 | 88.05 | 88.70 | 88.63 | 88.04 | 88.34 | 89.05 | 88.85 |
| 14 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.83 | 88.50 | 87.10 | 87.50 | 87.98 | 42.66 | 88.12 | 89.24 | 89.80 | 87.92 | 89.40 | 89.45 | 89.83 | 89.27 | 89.36 | 88.87 | 89.00 | 89.81 | 88.72 | 89.33 | 89.23 | 89.86 | 88.66 | 87.33 | 89.49 | 87.92 |
| 15 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.31 | 42.66 | 87.93 | 88.42 | 88.34 | 87.64 | 89.14 | 88.67 | 89.30 | 88.40 | 89.30 | 90.15 | 90.59 | 88.27 | 89.10 | 89.92 | 88.14 | 89.96 | 90.09 | 89.63 | 87.80 | 88.68 | 87.03 | 87.53 | 86.88 | 88.42 |
| 32 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.03 | 90.56 | 88.60 | 88.76 | 88.40 | 89.81 | 89.59 | 88.40 | 89.03 | 89.45 | 89.90 | 89.40 | 89.36 | 89.31 | 88.59 | 42.66 | 89.67 | 90.52 | 88.73 | 89.55 | 90.34 | 89.25 | 89.13 | 89.00 | 88.25 | 88.58 |
| 33 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.93 | 89.94 | 88.93 | 87.08 | 87.36 | 89.65 | 89.61 | 89.81 | 89.84 | 89.75 | 89.52 | 90.50 | 89.47 | 90.16 | 90.23 | 89.83 | 90.34 | 90.21 | 88.96 | 89.67 | 89.63 | 89.00 | 89.29 | 88.80 | 89.77 | 89.06 |
| 34 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.51 | 88.58 | 89.56 | 90.16 | 88.31 | 88.93 | 89.65 | 89.28 | 42.66 | 89.09 | 88.10 | 91.51 | 89.41 | 90.23 | 89.25 | 90.25 | 90.55 | 90.44 | 42.66 | 90.43 | 89.93 | 89.88 | 88.01 | 87.55 | 88.77 | 89.07 |
| 35 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.52 | 88.77 | 89.29 | 87.40 | 89.21 | 89.10 | 89.59 | 89.37 | 90.86 | 89.75 | 88.00 | 89.51 | 90.29 | 91.07 | 88.89 | 90.61 | 90.19 | 89.40 | 89.93 | 90.00 | 89.83 | 87.89 | 90.59 | 89.29 | 89.55 | 88.84 |
| 52 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.86 | 89.77 | 89.76 | 89.13 | 90.25 | 89.13 | 89.91 | 91.26 | 89.82 | 88.79 | 88.79 | 89.76 | 89.85 | 90.46 | 90.89 | 90.62 | 90.09 | 90.18 | 89.63 | 89.76 | 90.05 | 89.28 | 42.66 | 88.68 | 90.19 | 87.86 |
| 53 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.95 | 89.84 | 88.68 | 89.23 | 90.51 | 89.56 | 89.87 | 91.00 | 89.09 | 90.49 | 89.89 | 91.00 | 90.46 | 90.51 | 91.54 | 89.86 | 90.87 | 90.40 | 89.80 | 89.05 | 88.93 | 90.39 | 90.04 | 89.25 | 88.99 | 89.07 |
| 54 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.25 | 88.68 | 88.18 | 90.42 | 90.33 | 89.27 | 88.82 | 90.12 | 90.20 | 89.11 | 89.35 | 90.47 | 91.64 | 90.35 | 89.76 | 90.77 | 90.58 | 89.55 | 92.03 | 90.72 | 90.25 | 89.41 | 87.38 | 89.60 | 89.75 | 88.63 |
| 55 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.70 | 88.71 | 90.15 | 89.03 | 90.26 | 89.19 | 90.02 | 89.35 | 89.40 | 90.72 | 89.36 | 91.45 | 89.49 | 89.50 | 89.51 | 91.30 | 90.58 | 90.70 | 88.67 | 89.75 | 90.72 | 88.93 | 89.98 | 90.18 | 88.41 | 90.97 |
| 72 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.63 | 87.67 | 87.85 | 87.26 | 86.57 | 88.31 | 88.52 | 89.41 | 89.19 | 87.78 | 88.04 | 88.88 | 87.44 | 88.67 | 88.88 | 90.18 | 88.16 | 89.95 | 87.82 | 89.16 | 88.99 | 89.30 | 88.88 | 87.42 | 89.39 | 87.81 |
| 73 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.83 | 88.38 | 87.84 | 42.66 | 88.46 | 89.87 | 88.79 | 89.70 | 42.66 | 89.23 | 89.46 | 88.71 | 89.82 | 88.13 | 89.61 | 89.62 | 89.41 | 88.85 | 88.25 | 88.59 | 89.02 | 89.21 | 87.68 | 88.73 | 88.94 | 87.97 |
| 74 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.77 | 88.68 | 86.21 | 88.48 | 87.43 | 88.44 | 89.31 | 88.79 | 88.83 | 88.37 | 89.89 | 88.69 | 89.57 | 89.28 | 89.47 | 90.53 | 89.63 | 90.07 | 89.62 | 89.34 | 89.34 | 88.42 | 88.83 | 88.14 | 88.65 | 89.36 |
| 75 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.23 | 87.92 | 88.50 | 88.56 | 87.08 | 88.09 | 87.81 | 89.95 | 89.78 | 88.73 | 89.92 | 89.64 | 90.49 | 88.62 | 89.07 | 89.25 | 89.78 | 89.30 | 88.37 | 88.46 | 89.53 | 88.70 | 88.50 | 88.77 | 89.33 | 88.60 |
| 92 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.84 | 88.94 | 88.33 | 88.95 | 87.24 | 88.90 | 88.27 | 91.51 | 89.81 | 88.93 | 89.89 | 88.98 | 90.37 | 90.24 | 90.65 | 89.94 | 90.56 | 89.08 | 89.78 | 89.64 | 89.56 | 89.07 | 88.68 | 89.32 | 89.05 | 88.49 |
| 93 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.07 | 88.51 | 89.43 | 89.34 | 88.59 | 88.23 | 88.50 | 91.40 | 88.23 | 89.71 | 88.70 | 88.88 | 89.76 | 89.40 | 88.56 | 90.74 | 89.41 | 89.15 | 89.00 | 89.83 | 89.91 | 89.91 | 89.80 | 89.53 | 89.26 | 88.59 |
| 94 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.82 | 87.98 | 88.39 | 88.70 | 88.45 | 87.46 | 90.57 | 89.02 | 89.74 | 89.09 | 89.59 | 89.38 | 89.62 | 89.81 | 89.69 | 89.68 | 89.76 | 89.92 | 89.42 | 89.65 | 88.57 | 90.00 | 87.21 | 89.30 | 89.26 | 88.33 |
| 95 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.74 | 90.32 | 89.71 | 89.18 | 88.02 | 90.25 | 89.98 | 90.21 | 89.73 | 89.20 | 89.32 | 88.98 | 89.64 | 90.75 | 91.04 | 91.18 | 88.11 | 90.58 | 89.07 | 89.37 | 89.13 | 89.63 | 89.11 | 87.92 | 88.72 | 88.00 |
| 112 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.29 | 89.21 | 89.82 | 88.89 | 89.66 | 89.60 | 89.96 | 89.74 | 90.44 | 90.62 | 90.80 | 89.28 | 90.21 | 89.80 | 90.80 | 90.05 | 90.41 | 90.68 | 88.80 | 89.40 | 88.04 | 89.23 | 89.43 | 88.88 | 89.78 | 88.89 |
| 113 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.65 | 89.27 | 90.30 | 88.22 | 89.88 | 90.43 | 90.14 | 89.69 | 89.42 | 89.25 | 88.16 | 90.22 | 90.75 | 88.61 | 89.56 | 91.24 | 90.21 | 90.49 | 89.51 | 89.55 | 89.98 | 88.09 | 87.87 | 88.78 | 89.08 | 89.81 |
| 114 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.50 | 89.61 | 88.71 | 88.34 | 89.37 | 88.81 | 90.03 | 89.88 | 89.42 | 89.20 | 89.27 | 89.75 | 90.00 | 88.99 | 90.07 | 90.98 | 90.50 | 90.00 | 89.77 | 89.83 | 89.82 | 88.10 | 90.96 | 88.33 | 88.93 | 89.20 |
| 115 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.93 | 89.47 | 89.14 | 87.76 | 89.45 | 89.02 | 90.25 | 90.04 | 89.60 | 89.30 | 89.34 | 90.60 | 91.29 | 90.47 | 89.69 | 89.02 | 90.20 | 90.03 | 89.24 | 89.67 | 88.99 | 89.64 | 87.85 | 89.43 | 89.44 | 88.45 |
| 132 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.72 | 88.29 | 87.64 | 87.75 | 87.04 | 88.21 | 88.04 | 88.57 | 88.36 | 88.52 | 88.98 | 89.20 | 89.79 | 87.80 | 87.52 | 89.75 | 87.54 | 88.21 | 87.15 | 89.30 | 88.36 | 87.14 | 86.63 | 86.85 | 87.49 | 87.86 |
| 133 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.05 | 88.18 | 87.50 | 87.88 | 42.66 | 88.31 | 89.41 | 89.42 | 88.73 | 87.69 | 91.84 | 89.61 | 89.68 | 89.26 | 86.90 | 89.63 | 88.00 | 88.87 | 91.37 | 87.58 | 87.89 | 88.84 | 42.66 | 87.64 | 88.78 | 87.15 |
| 134 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.29 | 86.22 | 87.09 | 86.79 | 85.72 | 86.84 | 89.56 | 88.01 | 87.92 | 87.16 | 89.23 | 88.87 | 88.83 | 88.26 | 88.85 | 89.88 | 89.71 | 88.74 | 90.27 | 89.14 | 89.37 | 88.62 | 87.54 | 87.67 | 88.11 | 88.42 |
| 135 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.26 | 87.29 | 88.51 | 87.39 | 87.64 | 88.09 | 88.38 | 89.01 | 87.65 | 88.83 | 90.43 | 88.87 | 89.34 | 87.78 | 89.02 | 90.55 | 88.14 | 89.01 | 89.28 | 91.47 | 88.43 | 88.07 | 88.32 | 88.35 | 87.41 | 89.22 |
| 152 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.26 | 87.75 | 88.84 | 42.66 | 88.28 | 86.64 | 88.81 | 89.47 | 89.17 | 88.56 | 89.89 | 87.75 | 90.56 | 89.83 | 89.51 | 88.90 | 90.59 | 89.46 | 89.90 | 90.18 | 89.29 | 89.79 | 88.57 | 88.83 | 90.25 | 88.85 |
| 153 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.17 | 89.40 | 88.81 | 89.27 | 87.40 | 87.40 | 89.19 | 89.02 | 89.45 | 89.03 | 89.41 | 89.59 | 89.21 | 89.13 | 89.16 | 89.51 | 88.95 | 89.66 | 89.89 | 89.45 | 89.73 | 88.58 | 90.70 | 88.16 | 87.95 | 89.23 |
| 154 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.35 | 88.53 | 88.76 | 89.97 | 86.20 | 89.57 | 89.24 | 42.66 | 89.47 | 89.59 | 89.61 | 89.64 | 89.08 | 87.91 | 89.03 | 89.80 | 89.86 | 90.05 | 89.66 | 90.58 | 89.40 | 88.47 | 87.38 | 88.88 | 89.56 | 88.24 |
| 155 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.79 | 88.75 | 88.74 | 88.01 | 87.45 | 89.50 | 88.46 | 88.37 | 89.41 | 88.09 | 89.91 | 87.42 | 90.32 | 89.30 | 90.43 | 89.93 | 90.08 | 89.68 | 89.17 | 90.68 | 88.82 | 89.30 | 89.54 | 88.46 | 88.68 | 88.16 |
| 172 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.75 | 89.47 | 88.64 | 87.71 | 88.37 | 90.13 | 90.11 | 89.82 | 90.54 | 90.00 | 89.27 | 90.27 | 90.48 | 89.28 | 89.73 | 91.17 | 89.94 | 90.05 | 90.28 | 90.50 | 88.84 | 89.35 | 89.06 | 88.81 | 89.37 | 89.35 |
| 173 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.87 | 89.43 | 89.64 | 88.35 | 89.14 | 88.51 | 89.05 | 89.00 | 89.60 | 89.26 | 89.90 | 89.66 | 90.95 | 88.68 | 90.95 | 90.15 | 89.70 | 87.85 | 88.33 | 88.65 | 88.72 | 87.93 | 88.78 | 88.78 | 88.16 | 88.44 |
| 174 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.89 | 88.54 | 89.65 | 88.36 | 88.51 | 87.85 | 89.42 | 90.95 | 89.71 | 91.08 | 90.16 | 90.52 | 91.06 | 91.09 | 89.10 | 88.77 | 89.82 | 86.53 | 89.01 | 89.54 | 89.34 | 88.98 | 89.32 | 86.90 | 89.59 | 89.32 |
| 175 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.27 | 89.76 | 89.03 | 88.31 | 89.08 | 89.00 | 89.91 | 89.51 | 88.99 | 90.29 | 89.60 | 88.97 | 88.86 | 90.00 | 90.76 | 89.30 | 90.06 | 89.55 | 89.92 | 89.30 | 89.69 | 88.39 | 89.83 | 88.63 | 90.00 | 88.35 |
| 192 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 42.66 | 88.23 | 86.22 | 87.00 | 88.11 | 89.79 | 88.80 | 89.64 | 42.66 | 87.66 | 89.42 | 88.91 | 89.90 | 87.96 | 89.36 | 89.99 | 90.39 | 89.67 | 89.22 | 88.61 | 88.81 | 89.12 | 89.56 | 89.62 | 88.12 | 90.02 |
| 193 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.02 | 89.00 | 87.31 | 87.91 | 88.83 | 88.22 | 88.84 | 91.05 | 89.20 | 88.81 | 88.55 | 89.73 | 89.75 | 88.74 | 88.62 | 90.52 | 87.67 | 89.32 | 89.10 | 90.19 | 89.21 | 90.38 | 87.80 | 89.53 | 88.72 | 89.03 |
| 194 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.94 | 88.16 | 88.38 | 87.85 | 88.13 | 88.55 | 89.77 | 90.04 | 88.94 | 89.88 | 91.24 | 89.06 | 91.15 | 90.03 | 89.81 | 89.20 | 89.52 | 89.57 | 88.67 | 89.48 | 89.38 | 89.53 | 88.31 | 89.03 | 89.37 | 87.65 |
| 195 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.48 | 88.27 | 87.96 | 88.86 | 87.97 | 88.28 | 88.51 | 88.38 | 89.03 | 88.95 | 90.47 | 90.15 | 89.06 | 88.29 | 89.12 | 90.38 | 88.55 | 90.37 | 89.30 | 92.36 | 89.54 | 88.85 | 90.44 | 88.20 | 89.79 | 86.61 |
| 212 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.05 | 89.23 | 88.12 | 89.92 | 88.66 | 88.64 | 90.53 | 90.27 | 90.24 | 90.04 | 89.63 | 88.69 | 90.51 | 89.43 | 89.98 | 90.21 | 90.45 | 90.39 | 90.31 | 89.79 | 88.68 | 88.61 | 89.33 | 88.62 | 87.43 | 88.26 |
| 213 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.74 | 89.79 | 87.43 | 88.29 | 87.92 | 88.14 | 89.09 | 91.35 | 89.80 | 89.37 | 89.58 | 89.65 | 89.49 | 88.98 | 90.59 | 91.18 | 90.15 | 90.34 | 91.23 | 89.38 | 89.14 | 89.31 | 88.71 | 89.91 | 89.13 | 87.80 |
| 214 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.91 | 89.32 | 88.93 | 88.92 | 88.63 | 87.82 | 88.58 | 89.73 | 89.06 | 90.29 | 88.90 | 88.58 | 90.09 | 89.15 | 90.30 | 90.38 | 89.92 | 90.25 | 89.91 | 90.94 | 88.11 | 89.03 | 88.99 | 88.23 | 88.62 | 88.21 |
| 215 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.70 | 88.98 | 90.32 | 87.97 | 89.08 | 88.59 | 90.31 | 89.03 | 89.67 | 89.29 | 89.20 | 88.59 | 90.37 | 88.84 | 90.97 | 89.58 | 89.40 | 90.39 | 88.70 | 89.47 | 89.83 | 88.10 | 88.97 | 89.67 | 89.53 | 89.94 |
| 232 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.31 | 89.19 | 89.78 | 89.51 | 88.58 | 89.13 | 90.58 | 89.55 | 89.00 | 42.66 | 89.40 | 89.73 | 89.27 | 90.71 | 90.58 | 90.84 | 89.32 | 89.69 | 90.68 | 89.15 | 88.80 | 88.61 | 88.04 | 89.15 | 89.29 | 90.16 |
| 233 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.93 | 89.56 | 90.73 | 89.62 | 90.52 | 88.36 | 89.43 | 90.00 | 89.61 | 90.14 | 89.16 | 90.18 | 90.80 | 89.66 | 89.95 | 91.28 | 90.59 | 90.37 | 90.18 | 91.19 | 88.83 | 89.27 | 89.04 | 88.97 | 89.41 | 88.16 |
| 234 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.90 | 89.70 | 89.37 | 89.87 | 89.49 | 88.81 | 90.29 | 91.11 | 90.32 | 89.82 | 90.04 | 91.38 | 90.57 | 90.65 | 89.65 | 90.62 | 90.40 | 90.68 | 90.38 | 89.84 | 90.49 | 89.43 | 88.52 | 89.60 | 89.99 | 88.52 |
| 235 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.14 | 88.82 | 90.62 | 90.11 | 88.88 | 89.23 | 89.94 | 90.80 | 88.92 | 90.66 | 89.60 | 90.33 | 91.37 | 90.42 | 90.51 | 91.35 | 90.07 | 89.85 | 89.89 | 90.56 | 89.82 | 89.62 | 86.46 | 89.06 | 89.52 | 88.13 |
| 252 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.17 | 87.28 | 87.69 | 87.73 | 87.55 | 88.70 | 89.37 | 88.50 | 88.40 | 88.32 | 88.23 | 89.09 | 90.62 | 89.93 | 87.99 | 89.46 | 89.85 | 88.75 | 89.08 | 88.95 | 89.13 | 88.51 | 89.19 | 87.41 | 89.66 | 88.95 |
| 253 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.17 | 88.86 | 87.03 | 88.12 | 87.99 | 88.78 | 89.58 | 90.62 | 91.09 | 89.40 | 88.59 | 89.77 | 90.73 | 88.44 | 88.92 | 90.76 | 89.26 | 89.33 | 90.01 | 89.73 | 89.09 | 88.07 | 89.69 | 88.89 | 89.64 | 89.32 |
| 254 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.47 | 88.43 | 87.82 | 89.52 | 86.62 | 89.30 | 90.08 | 87.79 | 89.05 | 88.75 | 89.45 | 88.57 | 89.85 | 89.27 | 87.72 | 88.61 | 89.20 | 89.10 | 88.81 | 89.19 | 87.62 | 88.34 | 88.99 | 88.85 | 89.13 | 88.97 |
| 255 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.98 | 88.14 | 89.86 | 88.36 | 87.05 | 90.41 | 89.45 | 90.06 | 90.20 | 89.11 | 88.35 | 88.30 | 90.54 | 88.39 | 89.04 | 90.13 | 88.30 | 89.69 | 88.52 | 90.21 | 87.98 | 89.29 | 88.92 | 89.61 | 87.56 | 88.26 |
| 272 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.19 | 89.91 | 87.92 | 88.53 | 87.45 | 89.19 | 89.39 | 90.83 | 89.98 | 89.87 | 89.67 | 89.82 | 90.33 | 89.80 | 89.79 | 91.55 | 90.17 | 90.86 | 91.05 | 88.96 | 90.10 | 88.91 | 88.09 | 88.11 | 89.67 | 89.52 |
| 273 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.14 | 88.95 | 91.18 | 88.17 | 88.58 | 90.08 | 88.53 | 89.77 | 90.04 | 90.42 | 90.61 | 88.34 | 90.26 | 90.34 | 89.36 | 89.15 | 88.56 | 90.74 | 90.50 | 90.80 | 89.48 | 89.84 | 89.84 | 88.44 | 89.36 | 88.05 |
| 274 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.73 | 89.60 | 90.26 | 89.20 | 88.83 | 88.64 | 88.50 | 89.76 | 89.94 | 89.62 | 89.70 | 89.89 | 89.26 | 90.56 | 89.99 | 90.65 | 89.23 | 90.03 | 89.17 | 88.60 | 89.58 | 89.63 | 89.88 | 87.58 | 89.50 | 88.30 |
| 275 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.34 | 89.79 | 89.19 | 89.96 | 87.92 | 88.46 | 90.69 | 89.12 | 89.18 | 91.24 | 89.26 | 90.33 | 89.75 | 90.01 | 89.73 | 90.39 | 89.44 | 90.73 | 90.89 | 89.30 | 90.07 | 88.67 | 89.32 | 88.49 | 89.97 | 88.61 |
| 292 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.77 | 89.76 | 89.57 | 89.05 | 89.92 | 89.10 | 88.74 | 90.42 | 91.13 | 89.79 | 89.17 | 89.97 | 90.66 | 91.06 | 89.20 | 90.74 | 90.04 | 91.15 | 89.85 | 89.66 | 90.66 | 90.35 | 88.68 | 87.83 | 90.29 | 88.69 |
| 293 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.67 | 88.28 | 89.05 | 88.63 | 89.39 | 89.48 | 90.42 | 89.86 | 89.86 | 89.49 | 89.84 | 89.22 | 90.31 | 88.51 | 90.85 | 89.07 | 90.52 | 90.48 | 89.13 | 89.59 | 90.50 | 88.92 | 89.90 | 88.25 | 88.95 | 88.58 |
| 294 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.94 | 88.32 | 90.31 | 89.44 | 88.91 | 88.63 | 89.14 | 89.97 | 90.35 | 90.29 | 88.97 | 89.60 | 90.14 | 90.91 | 89.34 | 90.35 | 89.01 | 90.26 | 89.06 | 89.95 | 89.45 | 89.20 | 89.26 | 89.03 | 89.31 | 87.31 |
| 295 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.98 | 88.96 | 88.69 | 89.01 | 88.65 | 91.30 | 91.00 | 90.08 | 90.66 | 90.78 | 89.51 | 90.96 | 90.71 | 89.69 | 90.36 | 90.27 | 88.77 | 88.99 | 90.04 | 89.51 | 89.58 | 90.18 | 88.93 | 90.32 | 89.01 |
| 312 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.99 | 86.86 | 87.15 | 86.28 | 87.23 | 87.57 | 87.76 | 89.32 | 87.95 | 88.06 | 88.64 | 88.55 | 89.36 | 88.17 | 87.62 | 89.63 | 87.99 | 88.87 | 89.18 | 87.45 | 88.68 | 89.76 | 85.67 | 88.58 | 88.99 | 86.22 |
| 313 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.55 | 88.88 | 87.03 | 87.68 | 86.17 | 90.24 | 89.18 | 87.55 | 88.22 | 87.98 | 89.19 | 88.66 | 88.48 | 87.66 | 89.23 | 90.30 | 88.66 | 89.04 | 90.01 | 89.45 | 88.72 | 88.79 | 88.90 | 85.97 | 88.66 | 88.47 |
| 314 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.18 | 87.46 | 86.88 | 88.07 | 85.70 | 87.96 | 89.21 | 88.80 | 86.24 | 87.21 | 89.61 | 88.96 | 90.32 | 88.02 | 88.04 | 89.80 | 88.71 | 88.98 | 88.28 | 88.78 | 88.05 | 88.39 | 88.43 | 87.52 | 89.45 | 87.19 |
| 315 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 87.85 | 87.50 | 86.12 | 85.63 | 88.55 | 87.12 | 88.92 | 88.80 | 87.75 | 89.51 | 90.04 | 89.23 | 89.36 | 87.69 | 88.26 | 88.74 | 87.55 | 88.61 | 89.03 | 88.73 | 87.98 | 88.29 | 88.59 | 89.00 | 88.31 |
| 332 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.44 | 87.99 | 88.91 | 88.63 | 87.72 | 88.83 | 89.42 | 89.02 | 87.89 | 90.07 | 89.79 | 89.40 | 89.77 | 90.08 | 89.68 | 89.82 | 89.14 | 90.77 | 89.43 | 92.40 | 89.17 | 88.98 | 89.09 | 87.92 | 88.91 | 88.89 |
| 333 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.80 | 88.35 | 89.15 | 89.48 | 87.61 | 89.65 | 90.38 | 89.42 | 90.62 | 88.90 | 89.93 | 90.12 | 90.16 | 89.86 | 89.73 | 89.88 | 89.54 | 90.66 | 90.58 | 90.66 | 88.55 | 89.99 | 88.44 | 88.61 | 89.66 | 89.10 |
| 334 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.01 | 89.44 | 88.87 | 88.20 | 87.82 | 88.57 | 89.10 | 90.51 | 88.71 | 89.69 | 89.17 | 90.64 | 91.09 | 89.59 | 88.99 | 89.57 | 89.90 | 90.62 | 89.62 | 89.79 | 88.59 | 88.88 | 88.74 | 88.46 | 88.10 | 88.04 |
| 335 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.04 | 89.41 | 88.35 | 87.78 | 88.87 | 90.08 | 89.13 | 90.59 | 89.35 | 89.33 | 89.23 | 87.91 | 90.20 | 90.10 | 89.75 | 91.28 | 89.57 | 89.53 | 90.01 | 89.32 | 86.89 | 89.21 | 88.25 | 88.29 | 88.45 | 88.02 |
| 352 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.55 | 89.59 | 88.43 | 88.83 | 87.71 | 42.66 | 90.01 | 89.24 | 89.23 | 89.49 | 90.15 | 90.22 | 89.89 | 89.34 | 89.05 | 89.53 | 89.97 | 89.88 | 89.37 | 91.08 | 88.34 | 89.07 | 87.82 | 87.71 | 88.66 | 89.24 |
| 353 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.48 | 89.12 | 88.65 | 89.04 | 89.85 | 89.08 | 87.90 | 89.83 | 88.45 | 89.91 | 89.52 | 89.93 | 90.37 | 90.31 | 89.80 | 88.39 | 90.83 | 88.86 | 89.51 | 89.47 | 89.48 | 89.05 | 88.23 | 88.98 | 89.15 | 89.38 |
| 354 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.10 | 88.17 | 89.38 | 88.41 | 88.92 | 91.51 | 89.01 | 89.94 | 89.96 | 90.06 | 89.89 | 90.07 | 89.60 | 89.41 | 90.07 | 91.41 | 90.96 | 90.67 | 89.47 | 90.70 | 88.36 | 88.26 | 88.64 | 88.91 | 90.61 | 89.21 |
| 355 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.97 | 88.52 | 90.15 | 88.83 | 89.83 | 88.54 | 89.78 | 89.94 | 89.78 | 90.28 | 89.76 | 89.50 | 90.32 | 89.99 | 89.37 | 89.88 | 90.83 | 90.52 | 88.60 | 90.96 | 89.49 | 89.37 | 88.91 | 86.97 | 89.48 | 88.98 |
| 372 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.09 | 92.57 | 90.60 | 91.64 | 91.29 | 90.49 | 91.30 | 90.30 | 92.56 | 91.06 | 90.66 | 90.80 | 92.14 | 91.15 | 89.49 | 91.71 | 90.67 | 92.03 | 91.53 | 92.01 | 90.64 | 89.94 | 90.74 | 89.47 | 91.11 | 90.27 |
| 373 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.39 | 91.40 | 89.71 | 90.50 | 91.31 | 90.05 | 90.14 | 89.57 | 90.35 | 90.69 | 89.83 | 90.87 | 91.00 | 92.07 | 90.10 | 91.45 | 90.70 | 90.47 | 91.04 | 90.43 | 91.00 | 89.95 | 90.45 | 89.77 | 90.36 | 89.59 |
| 374 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.27 | 92.17 | 90.31 | 92.62 | 89.75 | 89.68 | 90.66 | 91.08 | 91.80 | 89.98 | 91.15 | 91.00 | 90.69 | 90.49 | 90.18 | 91.35 | 90.86 | 90.95 | 91.19 | 90.84 | 90.26 | 88.86 | 89.80 | 89.95 | 88.92 | 88.79 |
| 375 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.01 | 90.30 | 91.57 | 92.49 | 91.07 | 90.89 | 91.06 | 89.36 | 90.73 | 90.41 | 90.62 | 90.39 | 91.64 | 91.49 | 91.10 | 92.92 | 91.95 | 92.75 | 91.54 | 92.25 | 92.30 | 90.12 | 89.62 | 90.15 | 90.04 | 89.40 |
| 392 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.38 | 90.96 | 90.03 | 91.43 | 91.05 | 91.00 | 90.18 | 90.27 | 91.32 | 89.70 | 91.44 | 90.33 | 91.55 | 90.03 | 90.56 | 91.28 | 91.02 | 91.45 | 91.81 | 92.14 | 90.47 | 89.75 | 90.37 | 89.20 | 90.39 | 90.03 |
| 393 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.40 | 90.25 | 89.79 | 91.19 | 91.16 | 91.14 | 90.06 | 90.45 | 90.08 | 89.57 | 91.41 | 90.35 | 91.89 | 91.09 | 89.16 | 91.37 | 91.17 | 92.56 | 91.52 | 91.11 | 90.27 | 89.28 | 90.36 | 89.24 | 90.52 | 90.93 |
| 394 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.37 | 89.97 | 90.17 | 91.46 | 90.83 | 90.73 | 90.88 | 90.54 | 91.95 | 89.83 | 90.78 | 91.05 | 91.00 | 89.84 | 91.74 | 90.48 | 90.24 | 91.72 | 91.26 | 90.13 | 90.21 | 89.15 | 90.04 | 88.93 | 89.70 | 90.28 |
| 395 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.70 | 90.12 | 90.67 | 91.82 | 90.13 | 89.81 | 90.03 | 91.20 | 90.24 | 90.05 | 90.86 | 90.66 | 90.56 | 90.64 | 91.42 | 89.44 | 91.12 | 91.66 | 90.54 | 91.24 | 89.56 | 90.36 | 89.79 | 89.44 | 90.26 | 88.85 |
| 412 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.71 | 89.48 | 89.67 | 89.53 | 90.14 | 90.10 | 90.38 | 91.09 | 89.35 | 90.57 | 91.64 | 91.13 | 91.02 | 89.81 | 90.59 | 92.36 | 91.18 | 90.70 | 90.66 | 91.46 | 90.99 | 90.18 | 90.45 | 89.87 | 90.73 | 89.63 |
| 413 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.36 | 90.63 | 91.30 | 91.70 | 90.86 | 91.23 | 90.50 | 90.58 | 90.56 | 90.53 | 91.08 | 89.82 | 91.56 | 90.29 | 90.73 | 90.57 | 90.72 | 92.00 | 90.87 | 90.46 | 89.80 | 91.15 | 88.26 | 90.95 | 90.61 | 90.65 |
| 414 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.07 | 92.03 | 90.27 | 90.08 | 89.75 | 91.39 | 89.33 | 90.97 | 90.84 | 89.21 | 90.76 | 91.52 | 91.49 | 91.63 | 90.66 | 91.43 | 90.41 | 91.73 | 90.82 | 90.11 | 88.67 | 89.27 | 90.12 | 90.56 | 90.83 | 89.49 |
| 415 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.38 | 90.65 | 90.24 | 90.92 | 90.33 | 91.78 | 90.33 | 91.53 | 90.52 | 89.73 | 91.25 | 90.89 | 91.86 | 90.42 | 90.74 | 91.10 | 90.26 | 91.15 | 90.46 | 90.14 | 90.39 | 90.88 | 90.37 | 88.58 | 89.97 | 89.90 |
| 432 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.76 | 90.55 | 90.50 | 91.21 | 91.98 | 90.20 | 90.65 | 90.05 | 90.64 | 91.58 | 90.25 | 91.40 | 90.31 | 89.41 | 91.47 | 90.95 | 91.65 | 90.80 | 90.87 | 91.53 | 90.14 | 88.47 | 89.25 | 88.87 | 89.94 | 89.36 |
| 433 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.98 | 90.08 | 90.64 | 91.13 | 90.43 | 89.81 | 89.94 | 90.76 | 90.73 | 91.40 | 89.08 | 90.11 | 89.99 | 91.01 | 89.73 | 91.82 | 90.46 | 91.65 | 90.20 | 90.82 | 90.15 | 89.12 | 91.04 | 90.18 | 89.97 | 89.49 |
| 434 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.31 | 91.43 | 89.70 | 91.95 | 91.17 | 90.62 | 90.73 | 91.32 | 90.38 | 91.34 | 90.56 | 90.48 | 91.94 | 89.94 | 90.71 | 91.00 | 90.91 | 90.80 | 91.21 | 92.02 | 90.70 | 90.49 | 88.38 | 90.05 | 88.65 | 88.90 |
| 435 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.70 | 91.29 | 89.30 | 91.33 | 91.27 | 89.76 | 91.18 | 91.10 | 92.46 | 90.43 | 90.23 | 89.71 | 90.89 | 90.58 | 91.45 | 90.94 | 90.96 | 90.64 | 90.30 | 90.58 | 89.79 | 89.51 | 88.79 | 90.47 | 90.68 | 89.01 |
| 452 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.14 | 89.74 | 90.70 | 90.55 | 90.78 | 89.81 | 91.54 | 90.89 | 90.51 | 90.72 | 90.54 | 91.46 | 90.80 | 91.12 | 89.13 | 92.04 | 89.64 | 89.97 | 91.28 | 90.45 | 88.83 | 90.11 | 89.55 | 89.27 | 88.96 | 89.27 |
| 453 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.57 | 91.15 | 89.66 | 91.18 | 91.36 | 90.68 | 90.12 | 91.20 | 89.49 | 89.85 | 89.58 | 91.51 | 91.00 | 90.86 | 89.06 | 91.27 | 91.50 | 90.79 | 90.24 | 91.82 | 91.05 | 89.05 | 88.82 | 88.02 | 89.86 | 90.77 |
| 454 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.02 | 89.42 | 90.41 | 90.00 | 90.00 | 89.77 | 90.70 | 90.17 | 90.68 | 89.44 | 89.98 | 89.90 | 90.31 | 90.35 | 89.29 | 90.80 | 90.98 | 90.42 | 91.93 | 89.73 | 88.72 | 89.59 | 89.04 | 88.90 | 90.58 | 89.03 |
| 455 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.59 | 90.29 | 89.98 | 89.36 | 92.46 | 90.00 | 89.83 | 90.39 | 89.91 | 91.00 | 90.32 | 90.38 | 91.61 | 89.60 | 90.99 | 90.64 | 90.01 | 91.06 | 90.20 | 91.27 | 90.57 | 89.88 | 88.97 | 89.35 | 90.17 | 89.66 |
| 472 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.20 | 89.49 | 90.32 | 90.60 | 89.78 | 91.60 | 89.39 | 90.30 | 90.82 | 90.17 | 91.17 | 90.86 | 91.50 | 90.03 | 90.21 | 92.56 | 88.74 | 90.86 | 90.15 | 90.01 | 89.51 | 89.58 | 88.76 | 88.75 | 92.42 | 89.79 |
| 473 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.43 | 90.63 | 89.84 | 90.11 | 90.45 | 90.51 | 89.63 | 89.96 | 89.77 | 89.68 | 90.56 | 90.66 | 89.72 | 89.46 | 90.26 | 90.48 | 89.21 | 91.34 | 90.06 | 90.39 | 89.36 | 89.74 | 87.44 | 88.79 | 89.50 | 89.94 |
| 474 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.39 | 89.81 | 89.69 | 90.50 | 89.74 | 88.79 | 89.51 | 90.96 | 91.11 | 90.15 | 90.18 | 90.45 | 90.52 | 88.24 | 89.01 | 89.54 | 90.10 | 90.78 | 89.13 | 89.81 | 89.10 | 90.06 | 87.17 | 88.11 | 89.46 | 88.54 |
| 475 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.65 | 91.05 | 89.81 | 89.76 | 90.22 | 90.28 | 90.35 | 91.66 | 90.90 | 90.61 | 90.22 | 90.71 | 89.45 | 90.21 | 90.92 | 90.38 | 91.23 | 89.89 | 89.69 | 90.61 | 89.99 | 90.41 | 90.36 | 88.78 | 91.26 | 89.21 |
| 492 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.52 | 91.80 | 91.70 | 89.46 | 90.49 | 90.49 | 90.74 | 89.74 | 90.20 | 90.79 | 90.76 | 90.49 | 90.42 | 89.94 | 91.42 | 90.65 | 89.61 | 90.31 | 91.70 | 90.52 | 89.16 | 89.88 | 88.75 | 89.56 | 90.52 | 88.49 |
| 493 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.85 | 91.30 | 91.32 | 92.51 | 91.26 | 91.22 | 91.45 | 90.01 | 90.91 | 89.67 | 90.45 | 90.62 | 92.06 | 91.58 | 89.41 | 90.97 | 90.43 | 90.51 | 91.21 | 90.39 | 89.07 | 89.44 | 89.74 | 88.87 | 90.07 | 90.33 |
| 494 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.55 | 90.98 | 90.41 | 91.30 | 90.99 | 90.62 | 89.85 | 90.42 | 90.36 | 91.97 | 89.71 | 91.39 | 90.98 | 89.58 | 89.46 | 92.11 | 91.49 | 91.36 | 91.02 | 91.98 | 89.53 | 88.64 | 89.05 | 87.87 | 89.20 | 90.32 |
| 495 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.85 | 90.58 | 90.91 | 90.70 | 91.87 | 89.89 | 90.43 | 89.22 | 91.20 | 90.06 | 90.98 | 91.33 | 91.52 | 91.05 | 90.70 | 91.05 | 91.04 | 91.30 | 90.99 | 90.37 | 88.94 | 89.01 | 90.45 | 89.33 | 90.15 | 88.09 |
| 512 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.52 | 91.19 | 90.48 | 91.11 | 90.46 | 92.45 | 90.88 | 90.74 | 89.70 | 90.20 | 89.69 | 90.91 | 90.27 | 89.95 | 89.05 | 90.73 | 91.08 | 90.81 | 90.82 | 90.73 | 89.66 | 89.65 | 90.69 | 89.05 | 89.79 | 88.83 |
| 513 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.72 | 92.16 | 91.46 | 90.83 | 90.97 | 90.25 | 88.73 | 90.63 | 90.07 | 90.50 | 90.29 | 90.68 | 89.79 | 89.47 | 89.54 | 90.12 | 89.41 | 90.75 | 91.47 | 90.76 | 88.81 | 89.55 | 89.23 | 89.36 | 89.68 | 88.47 |
| 514 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.89 | 90.00 | 90.44 | 90.79 | 90.31 | 89.76 | 90.36 | 89.52 | 90.16 | 90.86 | 89.62 | 91.43 | 91.43 | 90.51 | 90.12 | 90.68 | 90.25 | 90.72 | 91.95 | 90.91 | 89.57 | 89.90 | 89.18 | 90.44 | 90.10 | 89.56 |
| 515 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.96 | 91.00 | 90.21 | 91.69 | 91.58 | 90.09 | 90.46 | 90.48 | 90.03 | 89.97 | 90.64 | 90.36 | 90.25 | 91.05 | 90.67 | 90.69 | 90.41 | 91.11 | 92.01 | 89.74 | 90.46 | 90.09 | 88.82 | 87.77 | 89.55 | 89.92 |
| 532 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.21 | 89.64 | 91.06 | 91.35 | 91.51 | 90.65 | 90.89 | 90.57 | 90.91 | 90.61 | 90.65 | 90.56 | 90.21 | 89.21 | 90.44 | 90.37 | 91.46 | 90.20 | 90.67 | 90.02 | 89.08 | 89.66 | 89.39 | 89.31 | 90.64 | 89.52 |
| 533 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.99 | 89.50 | 90.53 | 90.01 | 90.54 | 90.27 | 90.15 | 90.90 | 89.11 | 90.27 | 89.95 | 90.33 | 89.46 | 89.35 | 90.06 | 89.46 | 89.39 | 90.40 | 89.73 | 89.84 | 89.16 | 90.01 | 87.62 | 89.43 | 88.55 | 88.95 |
| 534 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.42 | 90.67 | 90.24 | 89.91 | 89.64 | 89.89 | 90.24 | 91.32 | 90.63 | 89.77 | 90.70 | 90.55 | 89.09 | 89.87 | 76.18 | 91.37 | 89.31 | 90.31 | 89.93 | 90.62 | 88.62 | 89.13 | 86.63 | 89.57 | 89.28 | 89.08 |
| 535 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.57 | 91.21 | 89.19 | 89.55 | 89.77 | 89.39 | 90.40 | 90.89 | 90.47 | 90.36 | 89.91 | 90.38 | 88.40 | 90.31 | 90.86 | 89.66 | 90.38 | 90.24 | 89.71 | 90.57 | 89.87 | 89.04 | 87.67 | 89.09 | 90.01 | 89.36 |
| 552 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.81 | 90.14 | 89.91 | 91.41 | 90.99 | 89.79 | 90.33 | 90.37 | 90.04 | 90.40 | 90.21 | 91.14 | 92.21 | 91.86 | 90.54 | 90.76 | 90.97 | 91.77 | 91.24 | 91.28 | 90.48 | 91.27 | 90.13 | 88.85 | 90.33 | 89.98 |
| 553 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.05 | 91.47 | 90.51 | 91.96 | 90.96 | 89.86 | 89.89 | 90.34 | 91.10 | 90.66 | 89.96 | 90.47 | 90.79 | 91.37 | 91.20 | 90.45 | 91.29 | 91.13 | 91.06 | 89.83 | 89.54 | 89.54 | 90.36 | 89.15 | 90.66 | 89.29 |
| 554 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.75 | 90.64 | 91.36 | 91.45 | 91.75 | 91.20 | 91.25 | 90.17 | 90.98 | 89.98 | 90.54 | 91.38 | 91.75 | 90.31 | 91.51 | 89.48 | 91.03 | 91.22 | 91.14 | 91.56 | 90.64 | 89.42 | 88.73 | 89.92 | 90.82 | 89.40 |
| 555 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.47 | 92.06 | 90.43 | 92.08 | 91.07 | 90.59 | 90.74 | 90.69 | 90.34 | 91.41 | 90.55 | 90.88 | 91.20 | 90.12 | 90.13 | 91.73 | 91.06 | 90.77 | 90.66 | 90.81 | 89.77 | 89.75 | 89.27 | 90.10 | 89.56 | 89.74 |
| 572 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.02 | 89.65 | 90.94 | 92.48 | 90.98 | 91.04 | 89.92 | 91.06 | 90.44 | 90.19 | 90.91 | 90.66 | 92.68 | 90.84 | 90.02 | 91.31 | 90.20 | 90.52 | 91.25 | 91.03 | 90.49 | 90.69 | 90.09 | 89.53 | 91.09 | 89.77 |
| 573 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.20 | 91.69 | 91.45 | 90.34 | 90.87 | 91.99 | 91.95 | 90.83 | 91.10 | 90.28 | 90.25 | 92.00 | 91.23 | 91.03 | 91.37 | 91.72 | 92.25 | 91.86 | 91.65 | 90.60 | 89.70 | 89.53 | 90.03 | 90.51 | 90.88 | 88.93 |
| 574 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.12 | 91.10 | 89.71 | 91.75 | 91.33 | 91.55 | 91.04 | 90.57 | 89.99 | 90.98 | 90.59 | 90.33 | 90.75 | 90.77 | 91.70 | 90.31 | 91.20 | 90.19 | 90.88 | 91.32 | 91.23 | 88.93 | 89.28 | 90.63 | 89.71 | 90.18 |
| 575 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.61 | 90.70 | 90.78 | 90.54 | 91.25 | 90.50 | 90.41 | 90.94 | 90.37 | 90.47 | 90.36 | 90.94 | 92.04 | 90.93 | 90.07 | 91.43 | 90.59 | 91.03 | 90.80 | 90.53 | 90.54 | 90.22 | 90.04 | 89.79 | 90.43 | 89.40 |
| 592 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.67 | 90.97 | 89.92 | 91.37 | 90.59 | 91.12 | 90.20 | 90.67 | 89.99 | 90.19 | 90.89 | 91.01 | 91.00 | 90.27 | 90.88 | 91.00 | 90.23 | 90.94 | 90.18 | 90.38 | 88.10 | 89.59 | 89.68 | 90.21 | 90.73 | 89.87 |
| 593 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.04 | 90.60 | 90.39 | 90.83 | 91.59 | 90.64 | 90.74 | 90.68 | 90.65 | 89.23 | 90.87 | 90.72 | 92.37 | 90.85 | 90.61 | 89.94 | 89.82 | 90.18 | 90.72 | 90.62 | 89.45 | 90.11 | 89.87 | 88.74 | 91.24 | 89.54 |
| 594 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.76 | 91.29 | 90.05 | 91.79 | 90.26 | 91.42 | 91.28 | 90.06 | 90.10 | 88.22 | 89.75 | 89.88 | 90.54 | 91.26 | 90.42 | 90.66 | 91.40 | 90.25 | 91.09 | 90.34 | 91.74 | 90.30 | 90.44 | 89.60 | 90.04 | 90.87 |
| 595 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.85 | 90.93 | 89.95 | 90.25 | 90.23 | 89.11 | 90.46 | 90.59 | 90.31 | 89.45 | 91.56 | 90.93 | 91.05 | 90.68 | 90.31 | 90.82 | 91.05 | 91.22 | 91.12 | 91.85 | 90.50 | 90.44 | 87.81 | 90.52 | 90.23 | 90.49 |
| 612 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.00 | 91.92 | 89.37 | 91.29 | 91.53 | 91.64 | 92.37 | 90.38 | 90.44 | 90.78 | 90.84 | 91.29 | 91.31 | 89.98 | 92.36 | 90.55 | 90.54 | 90.77 | 90.28 | 90.69 | 90.33 | 89.57 | 91.47 | 89.48 | 90.19 | 88.67 |
| 613 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.15 | 91.66 | 89.89 | 89.76 | 91.65 | 90.95 | 91.20 | 90.71 | 90.90 | 91.27 | 90.48 | 90.58 | 91.45 | 90.41 | 89.57 | 91.52 | 90.93 | 91.44 | 91.11 | 90.85 | 88.75 | 88.48 | 89.75 | 89.59 | 89.61 | 89.97 |
| 614 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.97 | 91.23 | 88.98 | 91.09 | 89.85 | 90.33 | 91.34 | 90.63 | 90.11 | 90.74 | 89.85 | 90.53 | 90.71 | 89.61 | 89.52 | 90.78 | 90.38 | 91.61 | 90.26 | 90.64 | 89.05 | 89.76 | 89.99 | 87.96 | 89.79 | 89.89 |
| 615 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.27 | 91.67 | 89.84 | 91.93 | 90.89 | 91.22 | 91.32 | 89.71 | 89.82 | 90.71 | 90.24 | 90.60 | 91.15 | 90.90 | 89.38 | 91.15 | 90.03 | 91.54 | 90.57 | 91.85 | 89.52 | 89.23 | 91.02 | 88.81 | 89.03 | 88.26 |
| 632 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.51 | 89.77 | 90.58 | 91.17 | 90.65 | 90.39 | 90.63 | 91.01 | 90.19 | 90.77 | 90.78 | 90.37 | 91.03 | 91.08 | 91.05 | 91.49 | 91.44 | 90.87 | 90.57 | 91.35 | 88.42 | 90.55 | 89.23 | 88.81 | 90.66 | 90.59 |
| 633 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.03 | 90.80 | 90.15 | 91.45 | 90.84 | 90.02 | 90.88 | 90.34 | 90.24 | 91.46 | 90.04 | 90.46 | 91.42 | 89.39 | 89.85 | 90.16 | 91.44 | 90.88 | 91.10 | 91.15 | 89.64 | 87.91 | 89.93 | 88.85 | 88.38 | 90.59 |
| 634 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.43 | 90.71 | 90.88 | 91.52 | 90.67 | 89.91 | 90.39 | 89.63 | 90.52 | 90.09 | 90.95 | 91.19 | 90.43 | 90.28 | 89.64 | 90.88 | 90.50 | 90.68 | 89.97 | 90.38 | 89.44 | 89.66 | 90.81 | 88.12 | 88.96 | 89.39 |
| 635 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.72 | 90.05 | 89.04 | 91.42 | 91.85 | 90.96 | 90.56 | 90.13 | 90.63 | 90.12 | 90.82 | 91.50 | 91.61 | 90.11 | 90.23 | 90.75 | 91.24 | 90.34 | 90.52 | 92.68 | 89.01 | 89.66 | 89.55 | 90.40 | 91.30 | 89.92 |
| 652 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.70 | 90.67 | 90.11 | 90.67 | 90.07 | 89.84 | 90.10 | 90.86 | 91.46 | 90.20 | 90.79 | 90.19 | 89.87 | 89.88 | 90.05 | 90.50 | 89.86 | 90.28 | 90.30 | 91.07 | 89.92 | 89.82 | 90.47 | 89.67 | 89.42 | 88.46 |
| 653 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.49 | 90.63 | 90.11 | 91.06 | 90.66 | 90.57 | 91.11 | 89.97 | 89.59 | 90.84 | 89.60 | 90.62 | 90.79 | 90.35 | 90.06 | 91.29 | 90.50 | 90.91 | 89.46 | 89.72 | 89.61 | 89.18 | 88.42 | 89.61 | 89.13 | 89.44 |
| 654 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.12 | 89.94 | 90.60 | 89.80 | 91.64 | 90.03 | 89.98 | 90.91 | 90.89 | 90.11 | 90.49 | 89.86 | 91.32 | 90.26 | 89.09 | 91.19 | 90.51 | 91.35 | 90.16 | 89.33 | 90.68 | 91.62 | 87.85 | 89.12 | 89.30 | 90.93 |
| 655 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.94 | 90.32 | 90.09 | 89.93 | 89.87 | 89.52 | 90.51 | 91.23 | 90.28 | 89.39 | 90.85 | 90.00 | 90.12 | 90.02 | 89.60 | 90.77 | 91.58 | 90.48 | 90.63 | 89.97 | 89.45 | 90.51 | 88.32 | 89.14 | 89.22 | 89.49 |
| 672 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.18 | 91.69 | 90.98 | 91.08 | 91.33 | 90.45 | 91.31 | 89.77 | 90.21 | 90.69 | 90.24 | 91.00 | 92.15 | 91.98 | 90.29 | 91.35 | 91.15 | 90.89 | 90.51 | 90.45 | 88.84 | 88.51 | 88.93 | 88.69 | 90.98 | 90.42 |
| 673 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.02 | 91.40 | 90.59 | 90.30 | 90.20 | 89.43 | 91.16 | 89.94 | 91.67 | 90.74 | 90.71 | 90.13 | 90.16 | 90.64 | 90.79 | 89.81 | 91.85 | 91.19 | 91.08 | 90.34 | 89.27 | 90.37 | 90.08 | 89.17 | 89.19 | 88.53 |
| 674 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.74 | 91.50 | 90.54 | 91.23 | 89.69 | 89.37 | 90.96 | 91.50 | 90.67 | 91.50 | 91.44 | 90.14 | 90.21 | 91.73 | 89.97 | 92.24 | 91.11 | 91.19 | 90.05 | 90.22 | 87.82 | 89.55 | 89.02 | 88.63 | 89.24 | 90.05 |
| 675 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.33 | 92.57 | 90.36 | 89.78 | 91.66 | 90.59 | 90.68 | 90.10 | 90.62 | 90.86 | 90.72 | 90.25 | 91.34 | 90.86 | 88.92 | 91.57 | 90.79 | 91.19 | 90.60 | 92.60 | 89.45 | 89.23 | 91.11 | 89.35 | 90.39 | 89.73 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.34 | 94.72 | 94.24 | 94.62 | 93.58 | 94.74 | 95.85 | 95.94 | 93.45 | 94.49 | 94.81 | 93.43 | 95.31 | 95.42 | 94.39 | 94.81 | 94.85 | 94.63 | 94.03 | 94.40 | 95.13 | 94.66 | 93.97 | 93.90 | 94.43 | 94.14 |
| 13 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.86 | 93.16 | 93.72 | 94.48 | 93.79 | 94.33 | 93.60 | 94.68 | 93.92 | 93.07 | 93.81 | 94.31 | 94.85 | 94.57 | 93.48 | 94.55 | 94.43 | 93.83 | 94.12 | 94.41 | 94.29 | 94.46 | 94.28 | 94.57 | 94.63 | 93.67 |
| 14 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 94.02 | 94.75 | 93.70 | 93.73 | 94.48 | 49.17 | 93.25 | 94.34 | 94.56 | 94.47 | 95.52 | 93.95 | 94.68 | 93.63 | 94.07 | 94.90 | 94.98 | 95.53 | 94.46 | 93.23 | 95.58 | 95.38 | 94.36 | 94.86 | 94.44 | 94.63 |
| 15 | 372 | 32 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.41 | 49.17 | 94.27 | 93.75 | 93.52 | 92.71 | 93.72 | 93.19 | 93.34 | 95.08 | 94.24 | 94.84 | 94.58 | 93.67 | 94.35 | 94.01 | 93.77 | 94.56 | 93.18 | 92.46 | 94.83 | 94.20 | 93.83 | 93.37 | 94.52 | 93.84 |
| 32 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.86 | 94.95 | 94.69 | 93.82 | 94.05 | 93.22 | 94.32 | 94.08 | 94.01 | 94.92 | 95.28 | 94.76 | 94.54 | 95.24 | 94.34 | 49.17 | 95.45 | 95.30 | 94.94 | 94.56 | 95.28 | 94.77 | 94.75 | 94.28 | 94.20 | 93.99 |
| 33 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 94.46 | 95.28 | 94.31 | 93.21 | 93.64 | 92.92 | 94.70 | 95.00 | 94.80 | 95.20 | 95.00 | 93.43 | 93.78 | 95.12 | 95.04 | 95.41 | 94.87 | 94.30 | 94.71 | 93.75 | 95.12 | 94.78 | 94.37 | 94.68 | 94.96 | 95.15 |
| 34 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 95.27 | 93.01 | 95.39 | 94.95 | 94.62 | 94.31 | 94.43 | 93.43 | 49.17 | 95.61 | 93.29 | 93.96 | 94.54 | 95.60 | 93.83 | 95.27 | 94.76 | 94.89 | 49.17 | 94.30 | 95.44 | 95.51 | 93.05 | 94.19 | 94.35 | 94.67 |
| 35 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 95.68 | 94.86 | 95.11 | 94.07 | 95.27 | 93.81 | 95.72 | 94.62 | 95.26 | 94.44 | 94.92 | 94.44 | 94.57 | 95.09 | 93.66 | 95.22 | 95.29 | 94.11 | 94.71 | 95.29 | 94.54 | 94.61 | 95.56 | 95.32 | 95.28 | 94.98 |
| 52 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 95.29 | 94.46 | 96.06 | 93.11 | 94.77 | 94.56 | 94.10 | 93.96 | 94.60 | 95.15 | 94.71 | 93.64 | 94.95 | 95.52 | 94.82 | 94.92 | 94.90 | 94.19 | 94.79 | 94.15 | 95.64 | 95.11 | 49.17 | 94.67 | 93.48 | 94.17 |
| 53 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 95.83 | 95.09 | 94.04 | 94.52 | 95.42 | 94.47 | 95.58 | 94.54 | 95.33 | 94.03 | 94.62 | 94.99 | 95.60 | 94.65 | 94.28 | 94.12 | 94.68 | 95.03 | 93.62 | 94.76 | 94.07 | 95.69 | 94.85 | 94.37 | 93.73 | 95.58 |
| 54 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 95.30 | 93.67 | 94.98 | 93.67 | 94.62 | 93.60 | 93.77 | 94.43 | 94.86 | 94.38 | 94.55 | 94.99 | 94.70 | 95.06 | 93.81 | 94.82 | 95.48 | 93.63 | 95.01 | 94.46 | 95.03 | 94.80 | 93.37 | 94.56 | 94.89 | 93.21 |
| 55 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.01 | 94.71 | 93.88 | 94.33 | 95.39 | 92.44 | 95.04 | 93.82 | 94.83 | 94.66 | 93.56 | 94.58 | 94.56 | 93.87 | 94.12 | 94.63 | 95.07 | 94.83 | 93.16 | 94.89 | 95.35 | 94.53 | 95.38 | 95.38 | 94.30 | 94.29 |
| 72 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.38 | 94.11 | 93.15 | 93.25 | 94.41 | 93.63 | 94.51 | 95.55 | 94.77 | 95.49 | 93.66 | 93.59 | 94.47 | 93.55 | 94.60 | 95.61 | 95.39 | 94.73 | 93.29 | 94.54 | 94.89 | 95.42 | 95.13 | 93.46 | 95.51 | 94.65 |
| 73 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.14 | 94.55 | 94.27 | 49.17 | 94.27 | 93.82 | 94.22 | 93.74 | 49.17 | 93.86 | 94.42 | 94.36 | 94.85 | 93.96 | 93.87 | 94.83 | 94.78 | 94.06 | 93.75 | 94.06 | 94.64 | 93.77 | 95.68 | 93.69 | 95.05 | 94.26 |
| 74 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.97 | 93.77 | 92.70 | 92.98 | 92.72 | 92.77 | 92.31 | 93.29 | 93.10 | 93.83 | 93.75 | 93.19 | 95.06 | 94.10 | 94.17 | 93.83 | 93.76 | 94.12 | 93.56 | 94.64 | 94.41 | 93.11 | 94.81 | 94.06 | 94.47 | 93.61 |
| 75 | 372 | 32 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.37 | 93.29 | 94.33 | 94.42 | 93.78 | 93.09 | 93.20 | 94.81 | 93.92 | 93.36 | 94.23 | 93.78 | 94.33 | 93.67 | 95.04 | 95.33 | 95.27 | 93.54 | 92.99 | 94.63 | 95.02 | 94.25 | 95.78 | 94.86 | 95.21 | 94.91 |
| 92 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.71 | 94.03 | 94.69 | 93.79 | 93.72 | 94.30 | 93.57 | 94.14 | 93.09 | 94.19 | 95.41 | 94.24 | 94.83 | 94.00 | 93.89 | 93.63 | 95.35 | 94.76 | 93.91 | 94.21 | 94.40 | 94.34 | 94.60 | 95.07 | 96.02 | 92.98 |
| 93 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.03 | 93.66 | 94.46 | 93.72 | 94.75 | 94.18 | 93.88 | 94.82 | 92.80 | 93.60 | 93.53 | 93.33 | 94.60 | 93.96 | 93.10 | 93.84 | 95.23 | 92.44 | 93.68 | 94.46 | 95.17 | 95.36 | 95.29 | 94.05 | 94.97 | 94.33 |
| 94 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 94.46 | 95.10 | 94.38 | 94.72 | 93.43 | 93.52 | 94.38 | 94.18 | 94.33 | 95.07 | 93.79 | 94.54 | 94.33 | 93.13 | 94.59 | 93.31 | 94.51 | 95.38 | 94.21 | 93.97 | 94.54 | 95.46 | 96.17 | 95.12 | 94.67 | 94.63 |
| 95 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.07 | 94.80 | 95.23 | 93.80 | 94.31 | 94.49 | 93.73 | 94.10 | 94.74 | 94.47 | 94.69 | 94.36 | 93.41 | 93.44 | 94.26 | 95.28 | 93.14 | 93.83 | 94.70 | 94.53 | 94.85 | 95.29 | 94.52 | 93.31 | 94.59 | 94.55 |
| 112 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.83 | 94.71 | 94.99 | 94.00 | 93.39 | 93.50 | 94.49 | 93.84 | 95.29 | 94.10 | 93.97 | 94.70 | 94.83 | 94.73 | 94.29 | 94.29 | 93.59 | 94.11 | 95.00 | 94.39 | 94.36 | 95.56 | 95.96 | 93.61 | 95.04 | 93.66 |
| 113 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.52 | 94.37 | 94.99 | 93.78 | 93.27 | 94.97 | 94.88 | 94.33 | 94.12 | 93.21 | 95.42 | 93.34 | 94.61 | 94.46 | 93.82 | 94.26 | 95.18 | 94.37 | 94.40 | 94.49 | 94.64 | 94.96 | 94.34 | 94.52 | 95.08 | 94.56 |
| 114 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.19 | 94.09 | 93.83 | 94.77 | 94.96 | 95.05 | 94.44 | 93.12 | 94.92 | 93.95 | 95.08 | 93.23 | 92.54 | 93.13 | 93.27 | 94.06 | 95.07 | 94.26 | 93.76 | 94.13 | 96.34 | 93.42 | 94.97 | 92.90 | 95.17 | 93.59 |
| 115 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.07 | 94.83 | 93.38 | 93.39 | 94.18 | 94.51 | 93.38 | 94.54 | 94.14 | 93.80 | 94.03 | 94.74 | 94.43 | 93.94 | 93.55 | 94.73 | 94.45 | 93.21 | 95.27 | 94.32 | 94.65 | 95.28 | 94.47 | 95.17 | 95.58 | 93.91 |
| 132 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.97 | 94.20 | 94.09 | 93.90 | 93.49 | 93.28 | 93.89 | 93.16 | 93.35 | 94.04 | 92.83 | 93.87 | 94.19 | 93.22 | 93.92 | 94.54 | 92.99 | 92.06 | 92.27 | 94.24 | 95.09 | 94.16 | 94.03 | 94.22 | 93.98 | 94.11 |
| 133 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.30 | 93.58 | 93.24 | 93.83 | 49.17 | 92.57 | 93.91 | 93.74 | 94.13 | 92.24 | 92.82 | 92.97 | 94.10 | 95.07 | 92.24 | 92.70 | 94.59 | 94.14 | 94.64 | 94.27 | 93.72 | 95.17 | 49.17 | 93.50 | 94.63 | 94.65 |
| 134 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.40 | 91.44 | 94.28 | 92.56 | 92.88 | 91.74 | 95.34 | 94.41 | 94.55 | 94.48 | 95.29 | 93.46 | 92.59 | 95.17 | 93.77 | 94.28 | 94.13 | 93.92 | 94.98 | 94.58 | 95.23 | 94.85 | 94.72 | 94.11 | 94.81 | 94.74 |
| 135 | 372 | 32 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.77 | 93.29 | 94.45 | 91.92 | 93.39 | 92.44 | 93.84 | 92.25 | 91.51 | 95.02 | 93.64 | 93.46 | 94.60 | 95.24 | 94.62 | 94.58 | 93.73 | 93.12 | 93.54 | 92.11 | 94.13 | 94.55 | 95.90 | 93.14 | 93.80 | 94.41 |
| 152 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 95.94 | 94.75 | 94.25 | 49.17 | 94.82 | 90.44 | 92.71 | 93.59 | 92.63 | 94.33 | 94.29 | 92.21 | 94.07 | 94.88 | 95.49 | 93.59 | 95.36 | 94.34 | 93.54 | 93.82 | 94.98 | 95.06 | 95.79 | 94.55 | 96.50 | 94.81 |
| 153 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.79 | 95.05 | 94.63 | 94.85 | 93.62 | 89.97 | 93.95 | 92.43 | 92.23 | 93.68 | 92.93 | 93.13 | 94.17 | 94.31 | 94.38 | 92.92 | 93.75 | 94.83 | 94.31 | 92.33 | 94.04 | 94.39 | 94.95 | 94.48 | 95.71 | 94.17 |
| 154 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.31 | 94.05 | 94.38 | 93.21 | 93.78 | 92.97 | 93.90 | 49.17 | 93.49 | 94.90 | 93.56 | 92.83 | 94.77 | 94.78 | 92.78 | 93.58 | 94.96 | 92.26 | 94.37 | 93.58 | 95.02 | 95.10 | 94.57 | 95.62 | 95.20 | 94.00 |
| 155 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.60 | 94.90 | 95.15 | 93.23 | 94.72 | 94.12 | 94.52 | 93.62 | 94.33 | 93.18 | 93.60 | 93.63 | 95.63 | 95.27 | 93.62 | 93.45 | 92.47 | 94.73 | 93.88 | 93.88 | 94.67 | 95.12 | 94.68 | 94.81 | 94.61 | 93.60 |
| 172 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 94.37 | 94.39 | 95.86 | 92.95 | 94.12 | 94.36 | 94.40 | 94.48 | 93.82 | 93.37 | 92.61 | 91.28 | 93.32 | 93.56 | 92.62 | 95.42 | 91.96 | 92.48 | 93.68 | 93.71 | 94.79 | 94.45 | 94.10 | 95.30 | 94.43 | 94.62 |
| 173 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.95 | 93.86 | 95.27 | 92.82 | 93.41 | 93.45 | 92.32 | 93.95 | 93.61 | 92.09 | 92.39 | 92.11 | 93.23 | 93.80 | 94.52 | 94.58 | 94.08 | 91.35 | 91.54 | 93.15 | 94.44 | 94.20 | 93.90 | 94.79 | 94.05 | 94.15 |
| 174 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.91 | 93.07 | 94.31 | 92.99 | 93.01 | 92.61 | 94.64 | 92.97 | 91.74 | 94.81 | 93.54 | 92.36 | 95.13 | 93.35 | 92.30 | 92.08 | 94.22 | 92.01 | 93.55 | 94.10 | 95.95 | 94.62 | 94.30 | 94.64 | 95.37 | 94.30 |
| 175 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.58 | 93.44 | 94.22 | 92.64 | 95.07 | 95.39 | 93.48 | 94.88 | 91.68 | 94.19 | 93.29 | 91.55 | 92.93 | 93.66 | 93.23 | 92.67 | 94.73 | 92.80 | 93.05 | 94.46 | 95.05 | 94.39 | 94.48 | 94.70 | 93.75 | 94.29 |
| 192 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 49.17 | 94.92 | 93.79 | 92.81 | 94.91 | 94.67 | 94.21 | 95.51 | 49.17 | 93.92 | 95.47 | 94.66 | 94.29 | 94.75 | 94.21 | 95.68 | 94.70 | 95.83 | 95.37 | 95.16 | 94.30 | 94.63 | 95.07 | 94.87 | 93.92 | 94.84 |
| 193 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 95.01 | 94.97 | 92.55 | 94.80 | 94.67 | 93.24 | 94.51 | 94.34 | 94.33 | 93.90 | 94.01 | 95.17 | 94.00 | 94.87 | 93.07 | 95.39 | 93.37 | 94.07 | 94.76 | 95.14 | 95.14 | 95.63 | 94.27 | 94.96 | 94.62 | 94.79 |
| 194 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.81 | 94.53 | 94.48 | 94.53 | 94.69 | 94.15 | 94.30 | 95.27 | 94.99 | 94.79 | 94.76 | 95.31 | 95.64 | 94.14 | 93.74 | 93.47 | 94.62 | 93.60 | 95.05 | 94.93 | 95.40 | 94.65 | 94.36 | 94.75 | 95.02 | 93.95 |
| 195 | 372 | 32 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.73 | 93.60 | 95.08 | 94.59 | 93.60 | 94.32 | 94.00 | 93.43 | 94.17 | 95.07 | 94.78 | 94.58 | 95.38 | 95.11 | 94.49 | 94.18 | 95.10 | 94.92 | 93.49 | 95.04 | 94.53 | 95.57 | 94.78 | 94.62 | 95.14 | 93.78 |
| 212 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.63 | 94.07 | 94.28 | 94.41 | 94.18 | 93.78 | 94.81 | 95.08 | 94.17 | 94.58 | 94.49 | 93.93 | 93.84 | 94.40 | 94.35 | 95.07 | 95.61 | 94.51 | 94.31 | 93.70 | 95.31 | 94.83 | 94.98 | 93.41 | 93.65 | 93.94 |
| 213 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.18 | 95.91 | 93.82 | 94.43 | 94.20 | 93.51 | 93.96 | 93.98 | 94.52 | 94.68 | 95.93 | 93.69 | 94.72 | 95.54 | 93.23 | 94.42 | 95.54 | 96.04 | 94.59 | 94.47 | 93.89 | 94.01 | 95.21 | 95.16 | 95.33 | 91.51 |
| 214 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 95.11 | 93.36 | 94.55 | 94.67 | 95.58 | 92.98 | 94.05 | 93.05 | 95.43 | 94.99 | 94.18 | 93.46 | 94.65 | 95.30 | 94.50 | 94.82 | 94.70 | 93.14 | 93.85 | 95.02 | 94.79 | 94.67 | 94.47 | 94.00 | 95.14 | 93.75 |
| 215 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.44 | 94.63 | 95.68 | 93.45 | 94.92 | 93.78 | 94.50 | 94.11 | 94.92 | 94.36 | 94.89 | 94.25 | 94.43 | 94.14 | 92.83 | 94.76 | 93.72 | 94.54 | 94.31 | 94.41 | 95.52 | 94.68 | 94.70 | 94.32 | 94.85 | 95.23 |
| 232 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 95.02 | 94.86 | 95.52 | 94.03 | 94.51 | 94.23 | 93.97 | 94.05 | 93.90 | 49.17 | 93.97 | 93.08 | 94.21 | 94.51 | 93.39 | 94.65 | 95.33 | 94.14 | 93.65 | 93.91 | 95.07 | 93.43 | 94.69 | 95.19 | 94.59 | 93.72 |
| 233 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.99 | 94.69 | 94.61 | 93.99 | 94.96 | 92.49 | 94.07 | 93.79 | 94.42 | 92.67 | 94.15 | 94.30 | 94.68 | 94.66 | 92.79 | 95.80 | 95.07 | 95.01 | 93.57 | 94.35 | 94.28 | 94.22 | 94.68 | 94.47 | 94.26 | 93.52 |
| 234 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.42 | 94.06 | 95.52 | 94.58 | 95.14 | 92.35 | 95.21 | 92.82 | 95.14 | 93.83 | 93.89 | 95.04 | 94.65 | 94.04 | 94.58 | 94.05 | 94.39 | 95.67 | 93.16 | 93.71 | 94.71 | 94.16 | 94.39 | 94.61 | 95.06 | 93.35 |
| 235 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.24 | 94.97 | 95.39 | 94.81 | 94.14 | 93.27 | 94.03 | 94.36 | 95.02 | 94.56 | 93.31 | 94.30 | 94.61 | 94.80 | 93.20 | 94.17 | 93.97 | 95.27 | 93.71 | 94.15 | 95.07 | 94.03 | 94.20 | 94.89 | 93.96 | 94.38 |
| 252 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 95.30 | 94.82 | 94.73 | 94.45 | 94.34 | 94.16 | 95.16 | 94.46 | 93.42 | 94.04 | 94.80 | 94.73 | 94.91 | 94.32 | 95.00 | 94.62 | 94.98 | 94.09 | 94.13 | 95.95 | 95.50 | 94.39 | 94.27 | 93.84 | 95.07 | 95.70 |
| 253 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 94.55 | 95.68 | 93.01 | 95.89 | 94.03 | 94.41 | 94.11 | 95.72 | 94.63 | 94.46 | 93.80 | 93.25 | 94.54 | 94.09 | 92.90 | 95.02 | 94.10 | 94.96 | 93.66 | 94.53 | 95.00 | 94.63 | 95.93 | 95.91 | 95.55 | 95.14 |
| 254 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.62 | 94.05 | 92.94 | 95.08 | 93.40 | 95.12 | 94.52 | 92.81 | 93.84 | 95.11 | 94.66 | 92.80 | 93.13 | 93.12 | 93.05 | 94.21 | 95.25 | 94.03 | 93.71 | 92.73 | 93.90 | 95.23 | 95.57 | 94.92 | 94.44 | 94.54 |
| 255 | 372 | 32 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.42 | 94.48 | 94.27 | 94.42 | 93.90 | 94.29 | 94.73 | 94.18 | 94.97 | 94.30 | 93.03 | 94.23 | 94.65 | 93.95 | 94.85 | 96.02 | 94.09 | 94.92 | 95.20 | 94.44 | 93.86 | 94.71 | 95.19 | 95.17 | 94.39 | 94.88 |
| 272 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 94.63 | 95.72 | 94.84 | 93.89 | 93.12 | 93.91 | 93.85 | 95.20 | 95.15 | 94.37 | 94.44 | 94.46 | 93.97 | 94.86 | 94.60 | 95.25 | 95.37 | 95.05 | 94.56 | 94.46 | 95.77 | 93.89 | 94.97 | 94.63 | 95.18 | 93.91 |
| 273 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 95.37 | 95.21 | 96.00 | 94.14 | 95.49 | 94.64 | 94.63 | 94.33 | 93.87 | 94.42 | 95.58 | 93.93 | 93.90 | 95.18 | 94.72 | 94.60 | 95.29 | 94.83 | 94.47 | 94.21 | 95.48 | 95.57 | 95.82 | 94.91 | 93.73 | 94.03 |
| 274 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 94.42 | 94.39 | 94.18 | 95.08 | 94.24 | 94.34 | 92.90 | 92.84 | 94.40 | 93.83 | 94.96 | 92.76 | 93.91 | 94.99 | 94.52 | 94.06 | 94.53 | 94.50 | 93.27 | 94.46 | 94.66 | 95.51 | 93.95 | 93.85 | 95.07 | 93.49 |
| 275 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.55 | 95.51 | 94.49 | 95.21 | 94.01 | 93.92 | 94.42 | 93.77 | 92.03 | 94.49 | 93.96 | 94.25 | 94.67 | 94.73 | 93.41 | 94.11 | 95.49 | 94.84 | 94.64 | 94.49 | 95.51 | 95.31 | 95.22 | 93.57 | 95.05 | 94.66 |
| 292 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 94.60 | 95.12 | 95.16 | 93.16 | 95.72 | 94.01 | 94.32 | 95.51 | 94.99 | 93.98 | 94.35 | 92.75 | 94.31 | 94.60 | 93.23 | 94.63 | 95.06 | 94.03 | 95.15 | 95.32 | 95.15 | 94.22 | 94.86 | 94.66 | 94.43 | 94.53 |
| 293 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 95.83 | 93.80 | 94.99 | 93.26 | 94.72 | 94.58 | 94.64 | 93.56 | 93.14 | 94.84 | 93.14 | 94.36 | 94.34 | 94.27 | 94.69 | 92.93 | 93.02 | 95.65 | 94.31 | 93.75 | 95.02 | 94.67 | 94.97 | 94.04 | 94.36 | 94.07 |
| 294 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 95.47 | 94.41 | 94.49 | 93.71 | 93.84 | 94.12 | 94.80 | 94.90 | 94.72 | 92.67 | 93.30 | 93.83 | 94.53 | 94.42 | 94.43 | 93.55 | 93.38 | 94.04 | 93.31 | 94.42 | 95.24 | 94.16 | 95.84 | 95.67 | 94.59 | 94.35 |
| 295 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.65 | 93.98 | 93.93 | 93.90 | 94.78 | 93.72 | 95.00 | 94.99 | 93.91 | 93.88 | 92.95 | 93.32 | 94.37 | 92.69 | 93.15 | 95.04 | 95.06 | 93.50 | 93.66 | 93.24 | 94.86 | 95.79 | 96.07 | 94.21 | 94.63 | 94.26 |
| 312 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.24 | 91.11 | 92.96 | 92.55 | 92.83 | 92.92 | 91.19 | 94.14 | 93.14 | 93.50 | 92.89 | 94.46 | 93.20 | 94.49 | 92.90 | 93.09 | 92.57 | 92.22 | 93.42 | 91.42 | 95.07 | 94.69 | 91.48 | 95.32 | 94.43 | 92.95 |
| 313 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.47 | 95.72 | 93.88 | 92.21 | 92.71 | 92.05 | 92.73 | 92.55 | 92.79 | 92.75 | 93.16 | 92.19 | 93.12 | 93.62 | 93.52 | 94.07 | 94.41 | 93.00 | 93.24 | 92.98 | 94.00 | 93.62 | 95.19 | 94.02 | 95.10 | 93.62 |
| 314 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.17 | 93.47 | 93.95 | 94.25 | 92.40 | 93.23 | 94.22 | 93.86 | 91.28 | 94.43 | 93.85 | 94.42 | 93.98 | 94.65 | 92.42 | 94.68 | 93.28 | 93.18 | 93.80 | 94.25 | 94.40 | 95.51 | 95.35 | 94.18 | 95.11 | 93.44 |
| 315 | 372 | 32 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.79 | 94.11 | 94.01 | 93.30 | 92.50 | 93.12 | 92.54 | 92.85 | 93.61 | 94.56 | 94.90 | 95.34 | 93.31 | 93.44 | 93.96 | 94.59 | 94.89 | 92.39 | 94.14 | 93.35 | 94.30 | 93.73 | 94.97 | 94.75 | 94.29 | 94.23 |
| 332 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 95.64 | 94.41 | 95.83 | 94.58 | 95.06 | 94.22 | 93.36 | 91.71 | 92.46 | 94.32 | 93.44 | 93.98 | 94.27 | 94.51 | 92.88 | 92.61 | 94.06 | 93.83 | 93.77 | 94.09 | 95.09 | 94.90 | 95.91 | 93.95 | 94.89 | 93.80 |
| 333 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 95.62 | 93.57 | 95.11 | 93.66 | 92.78 | 95.00 | 95.48 | 93.56 | 94.06 | 93.00 | 95.10 | 93.37 | 93.15 | 94.81 | 93.92 | 94.22 | 94.02 | 94.46 | 92.53 | 94.62 | 94.40 | 95.95 | 95.91 | 93.96 | 95.38 | 94.47 |
| 334 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.07 | 94.81 | 94.84 | 94.45 | 93.22 | 94.13 | 93.96 | 95.23 | 91.55 | 93.52 | 92.96 | 93.89 | 95.07 | 95.59 | 93.57 | 93.86 | 94.56 | 93.36 | 93.62 | 94.37 | 95.05 | 95.52 | 94.52 | 94.99 | 93.87 | 94.72 |
| 335 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.86 | 94.91 | 94.81 | 94.22 | 95.39 | 94.12 | 93.73 | 94.31 | 94.41 | 93.48 | 93.73 | 92.55 | 94.09 | 95.26 | 94.01 | 94.28 | 94.69 | 93.74 | 94.40 | 93.42 | 94.26 | 94.24 | 94.02 | 95.31 | 94.87 | 93.24 |
| 352 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 95.14 | 94.07 | 92.82 | 93.09 | 93.43 | 49.17 | 92.47 | 92.61 | 93.97 | 93.93 | 93.45 | 92.60 | 93.58 | 93.11 | 92.67 | 93.47 | 93.11 | 92.97 | 93.15 | 94.59 | 94.58 | 94.88 | 95.32 | 94.29 | 94.96 | 93.22 |
| 353 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 94.30 | 94.85 | 92.61 | 94.61 | 95.63 | 92.49 | 93.27 | 93.57 | 90.77 | 95.03 | 93.40 | 92.91 | 94.21 | 94.79 | 92.99 | 93.80 | 94.17 | 93.24 | 91.68 | 93.13 | 94.69 | 93.84 | 94.79 | 94.60 | 93.74 | 94.43 |
| 354 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.91 | 92.67 | 95.25 | 92.79 | 94.46 | 93.45 | 92.32 | 93.90 | 93.42 | 94.19 | 92.07 | 93.72 | 93.90 | 93.47 | 93.75 | 94.49 | 94.68 | 92.69 | 93.70 | 93.49 | 94.37 | 95.65 | 95.29 | 94.51 | 92.48 | 94.15 |
| 355 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 94.23 | 94.13 | 94.99 | 94.01 | 93.47 | 93.69 | 93.41 | 94.10 | 94.36 | 93.27 | 93.97 | 94.33 | 94.91 | 92.87 | 91.26 | 93.51 | 93.23 | 93.02 | 92.19 | 93.47 | 94.71 | 95.53 | 95.27 | 92.93 | 95.24 | 94.65 |
| 372 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.62 | 93.94 | 92.96 | 93.84 | 92.92 | 93.11 | 92.22 | 93.02 | 91.88 | 93.04 | 92.81 | 92.22 | 92.47 | 92.03 | 92.54 | 92.18 | 93.41 | 91.85 | 92.68 | 91.51 | 93.00 | 92.05 | 93.15 | 92.29 | 92.48 | 92.10 |
| 373 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.46 | 93.25 | 93.56 | 92.98 | 92.79 | 92.32 | 92.58 | 91.03 | 93.22 | 93.91 | 91.56 | 91.95 | 93.82 | 93.10 | 91.23 | 93.06 | 93.14 | 92.24 | 93.15 | 92.45 | 90.96 | 92.92 | 93.78 | 92.53 | 92.59 | 93.26 |
| 374 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.17 | 93.16 | 92.47 | 93.82 | 92.47 | 92.50 | 92.80 | 92.81 | 92.87 | 92.95 | 92.27 | 93.31 | 92.69 | 92.55 | 92.59 | 93.93 | 93.58 | 93.22 | 92.59 | 92.36 | 93.40 | 93.58 | 92.92 | 93.13 | 93.22 | 92.82 |
| 375 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.76 | 94.02 | 90.67 | 92.32 | 92.61 | 91.57 | 91.40 | 89.77 | 91.09 | 92.17 | 93.43 | 91.84 | 92.93 | 93.52 | 92.39 | 93.06 | 92.74 | 92.84 | 93.34 | 93.23 | 93.96 | 92.66 | 93.26 | 91.98 | 91.59 | 91.33 |
| 392 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.46 | 92.75 | 93.54 | 93.67 | 93.31 | 92.80 | 91.02 | 91.81 | 92.33 | 92.34 | 92.68 | 92.57 | 91.64 | 93.88 | 93.00 | 92.37 | 92.23 | 93.73 | 94.20 | 91.79 | 92.77 | 92.85 | 92.11 | 91.32 | 92.86 | 92.92 |
| 393 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.59 | 93.29 | 93.82 | 93.15 | 92.85 | 91.98 | 92.52 | 93.10 | 92.76 | 92.51 | 92.65 | 92.31 | 93.29 | 92.68 | 93.00 | 92.78 | 93.63 | 92.32 | 92.26 | 93.43 | 92.51 | 93.06 | 94.07 | 91.56 | 92.52 | 93.35 |
| 394 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.93 | 92.15 | 93.70 | 92.61 | 92.70 | 93.76 | 92.47 | 92.29 | 92.41 | 92.60 | 92.40 | 93.84 | 92.18 | 93.43 | 92.90 | 92.47 | 93.29 | 93.74 | 92.96 | 90.36 | 92.79 | 92.00 | 93.79 | 92.89 | 92.97 | 91.50 |
| 395 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.17 | 93.77 | 92.97 | 93.35 | 91.66 | 92.28 | 93.14 | 93.38 | 93.49 | 92.44 | 93.57 | 92.42 | 92.25 | 93.03 | 92.90 | 93.09 | 92.50 | 92.91 | 93.15 | 92.31 | 93.56 | 93.14 | 93.34 | 92.62 | 92.10 | 91.56 |
| 412 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.42 | 93.33 | 93.97 | 92.67 | 92.62 | 92.40 | 92.91 | 94.02 | 92.20 | 92.97 | 94.56 | 93.25 | 93.13 | 93.43 | 93.53 | 94.03 | 94.04 | 93.38 | 93.71 | 93.78 | 93.43 | 92.94 | 93.09 | 92.97 | 91.00 | 92.58 |
| 413 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.04 | 93.96 | 93.85 | 92.33 | 93.24 | 94.11 | 93.27 | 92.87 | 93.06 | 92.18 | 93.81 | 93.08 | 92.98 | 93.20 | 92.67 | 94.28 | 93.88 | 94.05 | 93.43 | 93.18 | 92.80 | 92.56 | 92.77 | 94.27 | 91.92 | 93.05 |
| 414 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.69 | 93.93 | 92.31 | 92.98 | 91.72 | 93.33 | 91.50 | 93.09 | 92.53 | 92.07 | 93.77 | 92.98 | 91.73 | 92.84 | 93.16 | 91.94 | 92.05 | 92.36 | 92.33 | 92.28 | 93.86 | 92.63 | 92.84 | 90.28 | 92.41 | 91.72 |
| 415 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.51 | 93.35 | 92.86 | 93.83 | 92.44 | 94.11 | 91.50 | 94.62 | 92.18 | 93.23 | 92.15 | 92.62 | 92.30 | 93.17 | 92.66 | 93.45 | 92.21 | 92.71 | 93.54 | 92.14 | 94.01 | 93.29 | 94.13 | 93.12 | 92.55 | 91.32 |
| 432 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.65 | 92.52 | 93.99 | 92.58 | 93.38 | 89.28 | 92.35 | 92.34 | 92.07 | 93.10 | 89.37 | 92.69 | 92.22 | 94.22 | 93.42 | 92.85 | 94.76 | 94.03 | 93.55 | 92.66 | 93.06 | 93.42 | 93.15 | 92.14 | 93.40 | 91.54 |
| 433 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.25 | 92.76 | 92.95 | 93.02 | 92.18 | 92.00 | 92.05 | 90.16 | 90.96 | 93.12 | 92.19 | 91.95 | 92.16 | 92.56 | 93.84 | 93.57 | 93.23 | 94.76 | 92.18 | 89.13 | 93.81 | 91.93 | 93.74 | 92.11 | 91.82 | 91.53 |
| 434 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.55 | 93.58 | 93.64 | 93.40 | 93.41 | 93.06 | 92.52 | 92.23 | 91.63 | 91.65 | 93.24 | 92.13 | 92.84 | 93.58 | 92.59 | 93.59 | 93.61 | 94.28 | 92.10 | 93.73 | 93.50 | 93.33 | 93.82 | 92.65 | 90.82 | 92.31 |
| 435 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.74 | 94.07 | 92.17 | 92.26 | 92.97 | 92.65 | 92.54 | 93.69 | 91.94 | 92.74 | 93.05 | 91.93 | 92.08 | 92.62 | 93.21 | 92.80 | 93.65 | 93.00 | 92.11 | 92.08 | 93.10 | 92.70 | 93.10 | 92.27 | 92.28 | 91.83 |
| 452 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.76 | 93.95 | 93.86 | 92.53 | 93.19 | 93.49 | 92.14 | 92.72 | 91.28 | 91.95 | 93.74 | 92.46 | 90.81 | 93.62 | 91.62 | 93.23 | 93.24 | 93.63 | 93.57 | 93.87 | 93.71 | 93.78 | 93.46 | 92.87 | 92.80 | 90.79 |
| 453 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.62 | 93.72 | 93.42 | 92.98 | 92.65 | 92.10 | 92.55 | 92.80 | 92.33 | 92.20 | 91.59 | 91.71 | 92.11 | 92.28 | 92.99 | 93.92 | 94.30 | 93.23 | 91.87 | 93.49 | 93.44 | 92.84 | 93.87 | 93.44 | 92.07 | 92.98 |
| 454 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.49 | 93.49 | 92.33 | 92.40 | 92.56 | 92.32 | 90.97 | 92.52 | 92.04 | 90.87 | 92.49 | 91.93 | 93.17 | 93.35 | 92.38 | 92.40 | 93.80 | 92.45 | 93.97 | 92.17 | 93.58 | 92.77 | 93.72 | 92.27 | 93.50 | 92.00 |
| 455 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.82 | 92.67 | 93.15 | 92.10 | 92.36 | 92.48 | 91.42 | 92.26 | 92.14 | 91.47 | 92.62 | 93.69 | 92.75 | 92.28 | 93.47 | 92.74 | 93.25 | 93.18 | 93.08 | 92.39 | 92.60 | 93.50 | 92.84 | 91.18 | 92.17 | 92.55 |
| 472 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.21 | 92.24 | 92.69 | 92.76 | 92.30 | 93.68 | 92.28 | 91.57 | 92.33 | 91.82 | 93.65 | 92.50 | 92.98 | 93.01 | 92.46 | 92.65 | 92.98 | 93.65 | 93.77 | 92.88 | 92.89 | 93.43 | 94.17 | 93.00 | 94.30 | 91.97 |
| 473 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.12 | 93.21 | 92.65 | 92.52 | 93.75 | 93.90 | 92.72 | 92.19 | 91.38 | 93.48 | 93.17 | 92.59 | 92.58 | 91.46 | 92.76 | 91.75 | 93.32 | 92.96 | 92.96 | 93.51 | 93.42 | 92.02 | 92.90 | 93.03 | 93.19 | 92.34 |
| 474 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.35 | 93.32 | 93.76 | 93.49 | 91.60 | 93.47 | 93.03 | 92.69 | 92.54 | 92.61 | 93.15 | 93.40 | 93.81 | 92.16 | 93.74 | 92.79 | 93.41 | 93.75 | 92.69 | 93.31 | 93.97 | 92.84 | 93.42 | 93.41 | 91.13 | 92.77 |
| 475 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.62 | 93.24 | 94.29 | 93.51 | 93.00 | 92.41 | 92.30 | 92.61 | 91.85 | 93.11 | 92.57 | 91.87 | 92.74 | 92.88 | 92.25 | 92.30 | 93.05 | 93.79 | 92.62 | 92.58 | 92.55 | 92.78 | 93.89 | 91.27 | 94.52 | 91.32 |
| 492 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.29 | 93.27 | 92.66 | 91.83 | 93.13 | 90.89 | 91.03 | 92.33 | 91.90 | 92.22 | 93.29 | 91.84 | 92.78 | 93.01 | 92.61 | 93.51 | 93.89 | 89.89 | 93.28 | 88.58 | 94.47 | 94.47 | 93.40 | 92.15 | 93.07 | 93.28 |
| 493 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.39 | 92.92 | 93.00 | 94.10 | 91.90 | 89.60 | 89.78 | 91.72 | 91.89 | 92.50 | 92.90 | 92.35 | 91.50 | 93.58 | 93.22 | 91.55 | 93.43 | 92.96 | 93.26 | 92.92 | 93.15 | 92.05 | 93.80 | 93.13 | 91.02 | 91.83 |
| 494 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.72 | 93.22 | 89.36 | 94.17 | 92.93 | 92.72 | 91.40 | 92.69 | 92.46 | 92.32 | 93.14 | 91.61 | 89.44 | 91.60 | 92.65 | 94.83 | 92.46 | 92.29 | 91.01 | 91.17 | 93.46 | 92.25 | 92.45 | 91.14 | 92.26 | 92.95 |
| 495 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.99 | 93.08 | 93.65 | 92.42 | 92.27 | 91.24 | 92.48 | 93.17 | 91.93 | 92.67 | 91.53 | 92.63 | 90.83 | 93.43 | 91.66 | 92.52 | 93.15 | 93.17 | 92.98 | 90.50 | 92.88 | 93.31 | 90.58 | 92.86 | 92.81 | 90.96 |
| 512 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.23 | 93.09 | 92.25 | 93.75 | 92.76 | 92.71 | 92.85 | 93.59 | 91.92 | 92.48 | 92.78 | 92.23 | 89.70 | 89.31 | 92.77 | 92.49 | 92.09 | 92.84 | 94.22 | 92.55 | 93.68 | 94.07 | 93.30 | 93.80 | 94.02 | 91.18 |
| 513 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.94 | 92.47 | 91.87 | 93.01 | 93.36 | 90.54 | 92.03 | 94.17 | 91.58 | 92.40 | 88.66 | 89.90 | 92.30 | 93.00 | 91.14 | 92.33 | 93.66 | 92.76 | 91.84 | 92.72 | 93.81 | 91.36 | 93.88 | 92.88 | 93.13 | 88.18 |
| 514 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.03 | 92.53 | 94.35 | 93.21 | 93.03 | 88.05 | 90.19 | 92.41 | 92.09 | 91.83 | 90.82 | 90.56 | 92.62 | 90.66 | 93.49 | 92.40 | 94.54 | 92.40 | 91.23 | 91.42 | 92.42 | 93.20 | 93.41 | 93.74 | 92.73 | 91.70 |
| 515 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.55 | 93.62 | 93.45 | 93.23 | 92.91 | 91.83 | 92.22 | 91.44 | 92.48 | 91.09 | 90.73 | 91.31 | 91.81 | 93.50 | 94.33 | 89.71 | 94.31 | 93.07 | 92.16 | 92.75 | 93.99 | 93.76 | 92.64 | 89.06 | 92.50 | 90.96 |
| 532 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.74 | 92.51 | 92.26 | 92.60 | 93.27 | 90.65 | 93.03 | 93.35 | 91.39 | 93.13 | 92.29 | 92.22 | 91.79 | 91.92 | 95.19 | 93.19 | 93.82 | 92.86 | 89.74 | 91.80 | 94.31 | 93.78 | 93.00 | 92.95 | 94.24 | 92.42 |
| 533 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.26 | 93.77 | 92.09 | 92.21 | 92.86 | 91.52 | 93.10 | 91.72 | 92.15 | 92.75 | 92.83 | 91.73 | 93.43 | 92.75 | 93.62 | 92.77 | 94.30 | 92.67 | 91.63 | 89.08 | 94.45 | 92.36 | 92.27 | 92.44 | 91.97 | 91.59 |
| 534 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.32 | 93.68 | 92.68 | 92.63 | 92.39 | 92.89 | 92.09 | 92.65 | 92.49 | 92.82 | 93.43 | 92.69 | 91.98 | 93.44 | 75.84 | 94.66 | 93.17 | 93.53 | 94.15 | 91.49 | 93.69 | 94.23 | 93.10 | 93.36 | 94.98 | 92.08 |
| 535 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.96 | 94.08 | 92.37 | 91.16 | 93.28 | 90.48 | 92.82 | 92.80 | 92.27 | 91.64 | 93.49 | 91.86 | 92.01 | 93.27 | 92.86 | 92.55 | 93.86 | 92.85 | 91.20 | 91.33 | 93.92 | 92.97 | 93.77 | 93.59 | 91.83 | 92.14 |
| 552 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.13 | 93.78 | 93.75 | 93.08 | 92.45 | 92.58 | 91.39 | 92.14 | 92.05 | 93.88 | 92.43 | 92.16 | 91.93 | 91.57 | 92.06 | 93.30 | 91.82 | 93.74 | 93.94 | 92.50 | 93.08 | 93.43 | 92.61 | 91.84 | 92.32 | 91.27 |
| 553 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.13 | 92.98 | 92.50 | 92.76 | 93.39 | 92.35 | 92.77 | 92.35 | 90.59 | 92.42 | 91.30 | 93.02 | 92.62 | 92.83 | 92.19 | 92.13 | 92.72 | 95.05 | 93.34 | 91.62 | 92.20 | 94.07 | 94.14 | 92.57 | 92.71 | 93.77 |
| 554 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.36 | 92.52 | 93.55 | 92.88 | 92.70 | 91.46 | 93.50 | 91.86 | 92.25 | 93.12 | 92.73 | 91.13 | 93.00 | 93.81 | 93.76 | 93.24 | 93.60 | 94.03 | 93.68 | 92.07 | 92.78 | 93.27 | 92.01 | 92.48 | 92.77 | 90.78 |
| 555 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.60 | 93.78 | 92.18 | 93.42 | 93.22 | 92.89 | 93.26 | 93.60 | 91.91 | 93.22 | 93.52 | 92.63 | 93.30 | 91.64 | 92.10 | 93.09 | 94.20 | 92.08 | 93.52 | 92.48 | 93.53 | 93.67 | 93.71 | 92.49 | 91.52 | 91.69 |
| 572 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.90 | 93.01 | 93.06 | 93.35 | 93.14 | 93.90 | 92.76 | 93.45 | 91.76 | 92.56 | 92.55 | 92.57 | 92.97 | 91.85 | 92.32 | 93.23 | 93.05 | 93.06 | 93.96 | 92.62 | 93.13 | 94.07 | 93.38 | 91.65 | 92.76 | 90.69 |
| 573 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.70 | 92.71 | 93.42 | 93.35 | 90.99 | 94.44 | 93.13 | 92.82 | 92.10 | 92.09 | 92.71 | 92.94 | 93.14 | 94.15 | 90.89 | 92.89 | 92.98 | 92.37 | 93.88 | 93.37 | 93.94 | 92.81 | 93.36 | 93.20 | 93.17 | 91.36 |
| 574 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.44 | 92.04 | 94.03 | 92.82 | 92.56 | 94.03 | 92.80 | 92.28 | 91.31 | 93.44 | 92.44 | 92.18 | 92.29 | 92.56 | 92.74 | 93.60 | 92.24 | 91.39 | 94.32 | 92.94 | 93.58 | 90.95 | 93.26 | 92.29 | 92.40 | 91.98 |
| 575 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.47 | 92.81 | 93.43 | 92.56 | 91.85 | 93.08 | 93.35 | 93.42 | 92.94 | 92.36 | 93.15 | 93.75 | 92.50 | 93.26 | 91.77 | 93.13 | 92.31 | 93.46 | 93.68 | 92.09 | 93.24 | 93.74 | 93.21 | 92.09 | 92.12 | 91.43 |
| 592 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.19 | 93.87 | 93.25 | 93.24 | 93.20 | 92.75 | 93.49 | 91.92 | 92.09 | 93.28 | 94.29 | 92.14 | 92.25 | 91.99 | 91.93 | 92.82 | 93.01 | 92.22 | 93.23 | 93.55 | 93.43 | 92.57 | 92.72 | 92.44 | 93.35 | 92.04 |
| 593 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.37 | 94.56 | 93.45 | 93.41 | 93.68 | 92.54 | 94.19 | 93.05 | 92.00 | 91.15 | 92.93 | 92.27 | 91.80 | 93.14 | 92.05 | 91.83 | 92.81 | 92.35 | 94.22 | 94.47 | 93.94 | 92.85 | 92.37 | 93.68 | 93.49 | 91.41 |
| 594 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.18 | 93.22 | 94.00 | 92.98 | 93.85 | 92.29 | 92.65 | 91.55 | 93.36 | 91.70 | 92.58 | 93.36 | 92.40 | 92.93 | 92.38 | 93.68 | 92.73 | 92.43 | 93.58 | 92.80 | 93.49 | 94.09 | 95.55 | 94.02 | 92.69 | 93.57 |
| 595 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.34 | 92.17 | 94.00 | 93.50 | 93.83 | 91.84 | 93.28 | 93.32 | 93.46 | 92.69 | 93.80 | 92.56 | 93.80 | 94.37 | 93.36 | 92.73 | 92.30 | 93.54 | 92.11 | 92.59 | 92.65 | 93.35 | 92.80 | 92.59 | 93.57 | 92.41 |
| 612 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.63 | 93.28 | 92.44 | 92.66 | 93.12 | 93.83 | 92.16 | 92.06 | 92.50 | 92.68 | 91.79 | 91.90 | 92.03 | 92.79 | 93.40 | 92.95 | 93.27 | 91.39 | 93.65 | 92.89 | 93.70 | 92.37 | 93.40 | 93.51 | 92.09 | 91.98 |
| 613 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.15 | 93.69 | 93.58 | 93.83 | 93.48 | 92.43 | 92.04 | 92.43 | 93.07 | 92.50 | 93.86 | 89.05 | 92.19 | 92.79 | 93.23 | 93.55 | 93.58 | 92.62 | 94.59 | 91.04 | 93.86 | 92.61 | 94.73 | 92.51 | 93.02 | 92.03 |
| 614 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.08 | 93.65 | 91.12 | 93.12 | 92.92 | 93.79 | 91.58 | 91.20 | 90.34 | 91.48 | 90.35 | 90.74 | 92.33 | 92.33 | 91.34 | 91.52 | 93.60 | 93.78 | 93.13 | 93.92 | 93.14 | 92.84 | 92.02 | 92.24 | 92.10 | 91.16 |
| 615 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.00 | 93.59 | 93.08 | 93.23 | 92.68 | 93.17 | 92.31 | 92.68 | 90.01 | 91.80 | 92.04 | 91.18 | 91.46 | 93.59 | 92.23 | 91.90 | 93.45 | 93.24 | 92.98 | 92.70 | 92.83 | 92.37 | 93.10 | 92.60 | 92.31 | 90.88 |
| 632 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.01 | 92.67 | 92.89 | 92.29 | 94.26 | 92.79 | 92.10 | 93.33 | 93.05 | 92.30 | 93.24 | 92.12 | 91.49 | 92.26 | 94.13 | 93.30 | 93.30 | 93.74 | 92.41 | 92.90 | 93.50 | 94.29 | 94.33 | 93.06 | 92.08 | 92.77 |
| 633 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.34 | 93.97 | 92.53 | 92.59 | 94.28 | 93.30 | 91.50 | 92.74 | 90.80 | 93.52 | 92.31 | 91.89 | 92.13 | 93.15 | 92.58 | 93.17 | 93.18 | 93.91 | 90.27 | 92.28 | 93.43 | 92.71 | 93.78 | 92.11 | 92.64 | 92.98 |
| 634 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.49 | 93.25 | 93.34 | 93.77 | 92.43 | 92.42 | 91.60 | 92.05 | 91.85 | 92.72 | 89.98 | 92.30 | 92.24 | 93.12 | 93.52 | 93.52 | 92.92 | 92.75 | 92.55 | 91.48 | 93.72 | 92.30 | 94.19 | 92.12 | 93.01 | 91.55 |
| 635 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.64 | 93.38 | 92.89 | 91.82 | 93.24 | 93.51 | 92.72 | 91.97 | 92.09 | 92.41 | 93.19 | 92.39 | 91.84 | 93.14 | 92.38 | 92.43 | 92.56 | 93.11 | 92.98 | 93.15 | 93.34 | 93.14 | 91.95 | 93.39 | 93.26 | 91.11 |
| 652 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.06 | 92.11 | 92.21 | 93.36 | 92.47 | 93.92 | 92.61 | 92.17 | 92.71 | 92.58 | 93.07 | 92.39 | 93.24 | 93.69 | 93.06 | 93.45 | 93.95 | 93.38 | 93.83 | 92.63 | 93.42 | 93.17 | 94.96 | 92.20 | 92.44 | 91.93 |
| 653 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 94.16 | 92.59 | 92.40 | 93.02 | 93.15 | 91.42 | 92.57 | 91.28 | 92.51 | 93.66 | 93.09 | 93.09 | 92.38 | 92.28 | 93.11 | 94.05 | 92.43 | 92.97 | 91.82 | 92.67 | 92.97 | 93.29 | 93.85 | 93.04 | 92.75 | 91.49 |
| 654 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.48 | 93.92 | 93.07 | 92.51 | 92.60 | 92.94 | 92.97 | 92.43 | 91.85 | 91.63 | 93.45 | 91.80 | 92.68 | 93.57 | 93.22 | 93.62 | 92.89 | 92.74 | 94.48 | 92.44 | 94.47 | 94.72 | 93.19 | 93.49 | 92.03 | 92.05 |
| 655 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.77 | 92.61 | 93.63 | 92.90 | 92.41 | 92.28 | 91.57 | 93.33 | 91.91 | 91.50 | 93.06 | 92.55 | 93.03 | 93.12 | 93.39 | 92.61 | 93.70 | 93.96 | 92.42 | 93.93 | 92.90 | 92.93 | 94.81 | 92.32 | 92.32 | 93.15 |
| 672 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.01 | 93.22 | 92.70 | 91.92 | 93.40 | 89.86 | 93.00 | 91.07 | 91.05 | 91.23 | 91.46 | 92.19 | 88.96 | 93.16 | 88.34 | 93.02 | 93.36 | 93.16 | 92.15 | 92.34 | 93.68 | 92.26 | 93.61 | 92.21 | 92.09 | 91.74 |
| 673 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.11 | 94.26 | 91.97 | 92.50 | 92.16 | 90.12 | 91.73 | 92.52 | 91.99 | 93.27 | 92.91 | 92.08 | 92.44 | 92.69 | 90.81 | 90.69 | 92.70 | 93.31 | 93.21 | 91.26 | 93.28 | 92.61 | 93.38 | 92.58 | 93.69 | 92.43 |
| 674 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.27 | 92.84 | 93.20 | 91.90 | 93.02 | 92.66 | 91.67 | 90.61 | 92.33 | 92.94 | 91.29 | 91.20 | 89.93 | 92.24 | 92.70 | 92.15 | 92.26 | 91.31 | 92.82 | 92.30 | 89.83 | 93.98 | 90.85 | 92.63 | 92.93 | 92.01 |
| 675 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.17 | 93.25 | 92.97 | 91.47 | 93.06 | 90.37 | 91.78 | 92.48 | 91.42 | 93.27 | 91.50 | 91.28 | 92.25 | 91.81 | 93.65 | 90.17 | 93.06 | 93.71 | 90.02 | 92.56 | 93.18 | 92.74 | 92.90 | 93.01 | 93.17 | 91.22 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 554 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.75 | 90.64 | 91.36 | 91.45 | 91.75 | 91.20 | 91.25 | 90.17 | 90.98 | 89.98 | 90.54 | 91.38 | 91.75 | 90.31 | 91.51 | 89.48 | 91.03 | 91.22 | 91.14 | 91.56 | 90.64 | 89.42 | 88.73 | 89.92 | 90.82 | 89.40 |
| 612 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.00 | 91.92 | 89.37 | 91.29 | 91.53 | 91.64 | 92.37 | 90.38 | 90.44 | 90.78 | 90.84 | 91.29 | 91.31 | 89.98 | 92.36 | 90.55 | 90.54 | 90.77 | 90.28 | 90.69 | 90.33 | 89.57 | 91.47 | 89.48 | 90.19 | 88.67 |
| 675 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.33 | 92.57 | 90.36 | 89.78 | 91.66 | 90.59 | 90.68 | 90.10 | 90.62 | 90.86 | 90.72 | 90.25 | 91.34 | 90.86 | 88.92 | 91.57 | 90.79 | 91.19 | 90.60 | 92.60 | 89.45 | 89.23 | 91.11 | 89.35 | 90.39 | 89.73 |
| 372 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.09 | 92.57 | 90.60 | 91.64 | 91.29 | 90.49 | 91.30 | 90.30 | 92.56 | 91.06 | 90.66 | 90.80 | 92.14 | 91.15 | 89.49 | 91.71 | 90.67 | 92.03 | 91.53 | 92.01 | 90.64 | 89.94 | 90.74 | 89.47 | 91.11 | 90.27 |
| 375 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.01 | 90.30 | 91.57 | 92.49 | 91.07 | 90.89 | 91.06 | 89.36 | 90.73 | 90.41 | 90.62 | 90.39 | 91.64 | 91.49 | 91.10 | 92.92 | 91.95 | 92.75 | 91.54 | 92.25 | 92.30 | 90.12 | 89.62 | 90.15 | 90.04 | 89.40 |
| 493 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.85 | 91.30 | 91.32 | 92.51 | 91.26 | 91.22 | 91.45 | 90.01 | 90.91 | 89.67 | 90.45 | 90.62 | 92.06 | 91.58 | 89.41 | 90.97 | 90.43 | 90.51 | 91.21 | 90.39 | 89.07 | 89.44 | 89.74 | 88.87 | 90.07 | 90.33 |
| 572 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.02 | 89.65 | 90.94 | 92.48 | 90.98 | 91.04 | 89.92 | 91.06 | 90.44 | 90.19 | 90.91 | 90.66 | 92.68 | 90.84 | 90.02 | 91.31 | 90.20 | 90.52 | 91.25 | 91.03 | 90.49 | 90.69 | 90.09 | 89.53 | 91.09 | 89.77 |
| 573 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.20 | 91.69 | 91.45 | 90.34 | 90.87 | 91.99 | 91.95 | 90.83 | 91.10 | 90.28 | 90.25 | 92.00 | 91.23 | 91.03 | 91.37 | 91.72 | 92.25 | 91.86 | 91.65 | 90.60 | 89.70 | 89.53 | 90.03 | 90.51 | 90.88 | 88.93 |
| 635 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.72 | 90.05 | 89.04 | 91.42 | 91.85 | 90.96 | 90.56 | 90.13 | 90.63 | 90.12 | 90.82 | 91.50 | 91.61 | 90.11 | 90.23 | 90.75 | 91.24 | 90.34 | 90.52 | 92.68 | 89.01 | 89.66 | 89.55 | 90.40 | 91.30 | 89.92 |
| 392 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.38 | 90.96 | 90.03 | 91.43 | 91.05 | 91.00 | 90.18 | 90.27 | 91.32 | 89.70 | 91.44 | 90.33 | 91.55 | 90.03 | 90.56 | 91.28 | 91.02 | 91.45 | 91.81 | 92.14 | 90.47 | 89.75 | 90.37 | 89.20 | 90.39 | 90.03 |
| 393 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.40 | 90.25 | 89.79 | 91.19 | 91.16 | 91.14 | 90.06 | 90.45 | 90.08 | 89.57 | 91.41 | 90.35 | 91.89 | 91.09 | 89.16 | 91.37 | 91.17 | 92.56 | 91.52 | 91.11 | 90.27 | 89.28 | 90.36 | 89.24 | 90.52 | 90.93 |
| 413 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.36 | 90.63 | 91.30 | 91.70 | 90.86 | 91.23 | 90.50 | 90.58 | 90.56 | 90.53 | 91.08 | 89.82 | 91.56 | 90.29 | 90.73 | 90.57 | 90.72 | 92.00 | 90.87 | 90.46 | 89.80 | 91.15 | 88.26 | 90.95 | 90.61 | 90.65 |
Size of the All data: (136, 29)
Size of the Sig data: (12, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.36 | 92.52 | 93.55 | 92.88 | 92.70 | 91.46 | 93.50 | 91.86 | 92.25 | 93.12 | 92.73 | 91.13 | 93.00 | 93.81 | 93.76 | 93.24 | 93.60 | 94.03 | 93.68 | 92.07 | 92.78 | 93.27 | 92.01 | 92.48 | 92.77 | 90.78 |
| 6 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.63 | 93.28 | 92.44 | 92.66 | 93.12 | 93.83 | 92.16 | 92.06 | 92.50 | 92.68 | 91.79 | 91.90 | 92.03 | 92.79 | 93.40 | 92.95 | 93.27 | 91.39 | 93.65 | 92.89 | 93.70 | 92.37 | 93.40 | 93.51 | 92.09 | 91.98 |
| 8 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.17 | 93.25 | 92.97 | 91.47 | 93.06 | 90.37 | 91.78 | 92.48 | 91.42 | 93.27 | 91.50 | 91.28 | 92.25 | 91.81 | 93.65 | 90.17 | 93.06 | 93.71 | 90.02 | 92.56 | 93.18 | 92.74 | 92.90 | 93.01 | 93.17 | 91.22 |
| 0 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.62 | 93.94 | 92.96 | 93.84 | 92.92 | 93.11 | 92.22 | 93.02 | 91.88 | 93.04 | 92.81 | 92.22 | 92.47 | 92.03 | 92.54 | 92.18 | 93.41 | 91.85 | 92.68 | 91.51 | 93.00 | 92.05 | 93.15 | 92.29 | 92.48 | 92.10 |
| 1 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.76 | 94.02 | 90.67 | 92.32 | 92.61 | 91.57 | 91.40 | 89.77 | 91.09 | 92.17 | 93.43 | 91.84 | 92.93 | 93.52 | 92.39 | 93.06 | 92.74 | 92.84 | 93.34 | 93.23 | 93.96 | 92.66 | 93.26 | 91.98 | 91.59 | 91.33 |
| 11 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.39 | 92.92 | 93.00 | 94.10 | 91.90 | 89.60 | 89.78 | 91.72 | 91.89 | 92.50 | 92.90 | 92.35 | 91.50 | 93.58 | 93.22 | 91.55 | 93.43 | 92.96 | 93.26 | 92.92 | 93.15 | 92.05 | 93.80 | 93.13 | 91.02 | 91.83 |
| 4 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.90 | 93.01 | 93.06 | 93.35 | 93.14 | 93.90 | 92.76 | 93.45 | 91.76 | 92.56 | 92.55 | 92.57 | 92.97 | 91.85 | 92.32 | 93.23 | 93.05 | 93.06 | 93.96 | 92.62 | 93.13 | 94.07 | 93.38 | 91.65 | 92.76 | 90.69 |
| 2 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.70 | 92.71 | 93.42 | 93.35 | 90.99 | 94.44 | 93.13 | 92.82 | 92.10 | 92.09 | 92.71 | 92.94 | 93.14 | 94.15 | 90.89 | 92.89 | 92.98 | 92.37 | 93.88 | 93.37 | 93.94 | 92.81 | 93.36 | 93.20 | 93.17 | 91.36 |
| 10 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.64 | 93.38 | 92.89 | 91.82 | 93.24 | 93.51 | 92.72 | 91.97 | 92.09 | 92.41 | 93.19 | 92.39 | 91.84 | 93.14 | 92.38 | 92.43 | 92.56 | 93.11 | 92.98 | 93.15 | 93.34 | 93.14 | 91.95 | 93.39 | 93.26 | 91.11 |
| 5 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.46 | 92.75 | 93.54 | 93.67 | 93.31 | 92.80 | 91.02 | 91.81 | 92.33 | 92.34 | 92.68 | 92.57 | 91.64 | 93.88 | 93.00 | 92.37 | 92.23 | 93.73 | 94.20 | 91.79 | 92.77 | 92.85 | 92.11 | 91.32 | 92.86 | 92.92 |
| 9 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.59 | 93.29 | 93.82 | 93.15 | 92.85 | 91.98 | 92.52 | 93.10 | 92.76 | 92.51 | 92.65 | 92.31 | 93.29 | 92.68 | 93.00 | 92.78 | 93.63 | 92.32 | 92.26 | 93.43 | 92.51 | 93.06 | 94.07 | 91.56 | 92.52 | 93.35 |
| 7 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.04 | 93.96 | 93.85 | 92.33 | 93.24 | 94.11 | 93.27 | 92.87 | 93.06 | 92.18 | 93.81 | 93.08 | 92.98 | 93.20 | 92.67 | 94.28 | 93.88 | 94.05 | 93.43 | 93.18 | 92.80 | 92.56 | 92.77 | 94.27 | 91.92 | 93.05 |
Size of the test data: (12, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 675 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.84 | 0.68 | 2.61 | 1.69 | 1.40 | -0.22 | 1.10 | 2.38 | 0.80 | 2.41 | 0.78 | 1.03 | 0.91 | 0.95 | 4.73 | -1.40 | 2.27 | 2.52 | -0.58 | -0.04 | 3.73 | 3.51 | 1.79 | 3.66 | 2.78 | 1.49 | 4 |
| 372 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.53 | 1.37 | 2.36 | 2.20 | 1.63 | 2.62 | 0.92 | 2.72 | -0.68 | 1.98 | 2.15 | 1.42 | 0.33 | 0.88 | 3.05 | 0.47 | 2.74 | -0.18 | 1.15 | -0.50 | 2.36 | 2.11 | 2.41 | 2.82 | 1.37 | 1.83 | 3 |
| 493 | 372 | 32 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.54 | 1.62 | 1.68 | 1.59 | 0.64 | -1.62 | -1.67 | 1.71 | 0.98 | 2.83 | 2.45 | 1.73 | -0.56 | 2.00 | 3.81 | 0.58 | 3.00 | 2.45 | 2.05 | 2.53 | 4.08 | 2.61 | 4.06 | 4.26 | 0.95 | 1.50 | 3 |
| 375 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.75 | 3.72 | -0.90 | -0.17 | 1.54 | 0.68 | 0.34 | 0.41 | 0.36 | 1.76 | 2.81 | 1.45 | 1.29 | 2.03 | 1.29 | 0.14 | 0.79 | 0.09 | 1.80 | 0.98 | 1.66 | 2.54 | 3.64 | 1.83 | 1.55 | 1.93 | 2 |
| 554 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.61 | 1.88 | 2.19 | 1.43 | 0.95 | 0.26 | 2.25 | 1.69 | 1.27 | 3.14 | 2.19 | -0.25 | 1.25 | 3.50 | 2.25 | 3.76 | 2.57 | 2.81 | 2.54 | 0.51 | 2.14 | 3.85 | 3.28 | 2.56 | 1.95 | 1.38 | 1 |
| 612 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.63 | 1.36 | 3.07 | 1.37 | 1.59 | 2.19 | -0.21 | 1.68 | 2.06 | 1.90 | 0.95 | 0.61 | 0.72 | 2.81 | 1.04 | 2.40 | 2.73 | 0.62 | 3.37 | 2.20 | 3.37 | 2.80 | 1.93 | 4.03 | 1.90 | 3.31 | 1 |
| 573 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.50 | 1.02 | 1.97 | 3.01 | 0.12 | 2.45 | 1.18 | 1.99 | 1.00 | 1.81 | 2.46 | 0.94 | 1.91 | 3.12 | -0.48 | 1.17 | 0.73 | 0.51 | 2.23 | 2.77 | 4.24 | 3.28 | 3.33 | 2.69 | 2.29 | 2.43 | 1 |
| 392 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.08 | 1.79 | 3.51 | 2.24 | 2.26 | 1.80 | 0.84 | 1.54 | 1.01 | 2.64 | 1.24 | 2.24 | 0.09 | 3.85 | 2.44 | 1.09 | 1.21 | 2.28 | 2.39 | -0.35 | 2.30 | 3.10 | 1.74 | 2.12 | 2.47 | 2.89 | 1 |
| 393 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.19 | 3.04 | 4.03 | 1.96 | 1.69 | 0.84 | 2.46 | 2.65 | 2.68 | 2.94 | 1.24 | 1.96 | 1.40 | 1.59 | 3.84 | 1.41 | 2.46 | -0.24 | 0.74 | 2.32 | 2.24 | 3.78 | 3.71 | 2.32 | 2.00 | 2.42 | 1 |
| 572 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.88 | 3.36 | 2.12 | 0.87 | 2.16 | 2.86 | 2.84 | 2.39 | 1.32 | 2.37 | 1.64 | 1.91 | 0.29 | 1.01 | 2.30 | 1.92 | 2.85 | 2.54 | 2.71 | 1.59 | 2.64 | 3.38 | 3.29 | 2.12 | 1.67 | 0.92 | 0 |
| 635 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.92 | 3.33 | 3.85 | 0.40 | 1.39 | 2.55 | 2.16 | 1.84 | 1.46 | 2.29 | 2.37 | 0.89 | 0.23 | 3.03 | 2.15 | 1.68 | 1.32 | 2.77 | 2.46 | 0.47 | 4.33 | 3.48 | 2.40 | 2.99 | 1.96 | 1.19 | 0 |
| 413 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.68 | 3.33 | 2.55 | 0.63 | 2.38 | 2.88 | 2.77 | 2.29 | 2.50 | 1.65 | 2.73 | 3.26 | 1.42 | 2.91 | 1.94 | 3.71 | 3.16 | 2.05 | 2.56 | 2.72 | 3.00 | 1.41 | 4.51 | 3.32 | 1.31 | 2.40 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 91.730000 | 0.412068 |
| mAP_valid_abs_values_4 | 91.476667 | 0.824162 |
| mAP_valid_abs_values_20 | 91.460000 | 0.851298 |
| mAP_valid_abs_values_18 | 91.433333 | 0.814040 |
| mAP_valid_abs_values_5 | 91.277500 | 0.343647 |
| mAP_valid_abs_values_16 | 91.183333 | 0.836827 |
| mAP_valid_abs_values_19 | 91.160000 | 0.492323 |
| mAP_valid_abs_values_6 | 91.115833 | 0.408221 |
| mAP_valid_abs_values_2 | 91.044167 | 0.970684 |
| mAP_valid_abs_values_17 | 91.000833 | 0.600052 |
| mAP_valid_abs_values_7 | 90.940000 | 0.760574 |
| mAP_valid_abs_values_9 | 90.864167 | 0.629176 |
| mAP_valid_abs_values_11 | 90.811667 | 0.359743 |
| mAP_valid_abs_values_12 | 90.782500 | 0.633118 |
| mAP_valid_abs_values_14 | 90.730000 | 0.566649 |
| mAP_valid_abs_values_25 | 90.617500 | 0.423258 |
| mAP_valid_abs_values_3 | 90.594167 | 0.871242 |
| mAP_valid_abs_values | 90.509167 | 0.842285 |
| mAP_valid_abs_values_15 | 90.405000 | 1.059515 |
| mAP_valid_abs_values_8 | 90.303333 | 0.428535 |
| mAP_valid_abs_values_10 | 90.262500 | 0.486810 |
| mAP_valid_abs_values_21 | 90.180833 | 0.886110 |
| mAP_valid_abs_values_23 | 90.005833 | 0.918036 |
| mAP_valid_abs_values_26 | 89.835833 | 0.668288 |
| mAP_valid_abs_values_22 | 89.815000 | 0.583960 |
| mAP_valid_abs_values_24 | 89.755833 | 0.627063 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_2 | 93.252500 | 0.507527 |
| mAP_test_abs_values_21 | 93.188333 | 0.470818 |
| mAP_test_abs_values_17 | 93.153333 | 0.480120 |
| mAP_test_abs_values_19 | 93.111667 | 1.118854 |
| mAP_test_abs_values_14 | 93.036667 | 0.810682 |
| mAP_test_abs_values_3 | 93.014167 | 0.848726 |
| mAP_test_abs_values_23 | 93.013333 | 0.690485 |
| mAP_test_abs_values_18 | 92.951667 | 0.852225 |
| mAP_test_abs_values_4 | 92.911667 | 0.815362 |
| mAP_test_abs_values_22 | 92.802500 | 0.556795 |
| mAP_test_abs_values_15 | 92.768333 | 0.772008 |
| mAP_test_abs_values_5 | 92.756667 | 0.678197 |
| mAP_test_abs_values_11 | 92.729167 | 0.628236 |
| mAP_test_abs_values_20 | 92.726667 | 0.635228 |
| average_map | 92.685897 | 0.263618 |
| mAP_test_abs_values_24 | 92.649167 | 0.911467 |
| mAP_test_abs_values_16 | 92.594167 | 1.015547 |
| mAP_test_abs_values_10 | 92.572500 | 0.387888 |
| mAP_test_abs_values_6 | 92.556667 | 1.557739 |
| mAP_test_abs_values | 92.521667 | 0.808746 |
| mAP_test_abs_values_13 | 92.503333 | 0.630964 |
| mAP_test_abs_values_25 | 92.467500 | 0.691285 |
| mAP_test_abs_values_8 | 92.244167 | 0.972751 |
| mAP_test_abs_values_12 | 92.215000 | 0.593533 |
| mAP_test_abs_values_7 | 92.188333 | 1.063945 |
| mAP_test_abs_values_9 | 92.094167 | 0.546301 |
| mAP_test_abs_values_26 | 91.810000 | 0.896508 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 554 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.75 | 90.64 | 91.36 | 91.45 | 91.75 | 91.20 | 91.25 | 90.17 | 90.98 | 89.98 | 90.54 | 91.38 | 91.75 | 90.31 | 91.51 | 89.48 | 91.03 | 91.22 | 91.14 | 91.56 | 90.64 | 89.42 | 88.73 | 89.92 | 90.82 | 89.40 |
| 612 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.00 | 91.92 | 89.37 | 91.29 | 91.53 | 91.64 | 92.37 | 90.38 | 90.44 | 90.78 | 90.84 | 91.29 | 91.31 | 89.98 | 92.36 | 90.55 | 90.54 | 90.77 | 90.28 | 90.69 | 90.33 | 89.57 | 91.47 | 89.48 | 90.19 | 88.67 |
| 672 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.18 | 91.69 | 90.98 | 91.08 | 91.33 | 90.45 | 91.31 | 89.77 | 90.21 | 90.69 | 90.24 | 91.00 | 92.15 | 91.98 | 90.29 | 91.35 | 91.15 | 90.89 | 90.51 | 90.45 | 88.84 | 88.51 | 88.93 | 88.69 | 90.98 | 90.42 |
| 675 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.33 | 92.57 | 90.36 | 89.78 | 91.66 | 90.59 | 90.68 | 90.10 | 90.62 | 90.86 | 90.72 | 90.25 | 91.34 | 90.86 | 88.92 | 91.57 | 90.79 | 91.19 | 90.60 | 92.60 | 89.45 | 89.23 | 91.11 | 89.35 | 90.39 | 89.73 |
| 372 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.09 | 92.57 | 90.60 | 91.64 | 91.29 | 90.49 | 91.30 | 90.30 | 92.56 | 91.06 | 90.66 | 90.80 | 92.14 | 91.15 | 89.49 | 91.71 | 90.67 | 92.03 | 91.53 | 92.01 | 90.64 | 89.94 | 90.74 | 89.47 | 91.11 | 90.27 |
| 375 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.01 | 90.30 | 91.57 | 92.49 | 91.07 | 90.89 | 91.06 | 89.36 | 90.73 | 90.41 | 90.62 | 90.39 | 91.64 | 91.49 | 91.10 | 92.92 | 91.95 | 92.75 | 91.54 | 92.25 | 92.30 | 90.12 | 89.62 | 90.15 | 90.04 | 89.40 |
| 434 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.31 | 91.43 | 89.70 | 91.95 | 91.17 | 90.62 | 90.73 | 91.32 | 90.38 | 91.34 | 90.56 | 90.48 | 91.94 | 89.94 | 90.71 | 91.00 | 90.91 | 90.80 | 91.21 | 92.02 | 90.70 | 90.49 | 88.38 | 90.05 | 88.65 | 88.90 |
| 572 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.02 | 89.65 | 90.94 | 92.48 | 90.98 | 91.04 | 89.92 | 91.06 | 90.44 | 90.19 | 90.91 | 90.66 | 92.68 | 90.84 | 90.02 | 91.31 | 90.20 | 90.52 | 91.25 | 91.03 | 90.49 | 90.69 | 90.09 | 89.53 | 91.09 | 89.77 |
| 573 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.20 | 91.69 | 91.45 | 90.34 | 90.87 | 91.99 | 91.95 | 90.83 | 91.10 | 90.28 | 90.25 | 92.00 | 91.23 | 91.03 | 91.37 | 91.72 | 92.25 | 91.86 | 91.65 | 90.60 | 89.70 | 89.53 | 90.03 | 90.51 | 90.88 | 88.93 |
| 392 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.38 | 90.96 | 90.03 | 91.43 | 91.05 | 91.00 | 90.18 | 90.27 | 91.32 | 89.70 | 91.44 | 90.33 | 91.55 | 90.03 | 90.56 | 91.28 | 91.02 | 91.45 | 91.81 | 92.14 | 90.47 | 89.75 | 90.37 | 89.20 | 90.39 | 90.03 |
Size of the All data: (136, 29)
Size of the Sig data: (10, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.36 | 92.52 | 93.55 | 92.88 | 92.70 | 91.46 | 93.50 | 91.86 | 92.25 | 93.12 | 92.73 | 91.13 | 93.00 | 93.81 | 93.76 | 93.24 | 93.60 | 94.03 | 93.68 | 92.07 | 92.78 | 93.27 | 92.01 | 92.48 | 92.77 | 90.78 |
| 6 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.63 | 93.28 | 92.44 | 92.66 | 93.12 | 93.83 | 92.16 | 92.06 | 92.50 | 92.68 | 91.79 | 91.90 | 92.03 | 92.79 | 93.40 | 92.95 | 93.27 | 91.39 | 93.65 | 92.89 | 93.70 | 92.37 | 93.40 | 93.51 | 92.09 | 91.98 |
| 8 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.01 | 93.22 | 92.70 | 91.92 | 93.40 | 89.86 | 93.00 | 91.07 | 91.05 | 91.23 | 91.46 | 92.19 | 88.96 | 93.16 | 88.34 | 93.02 | 93.36 | 93.16 | 92.15 | 92.34 | 93.68 | 92.26 | 93.61 | 92.21 | 92.09 | 91.74 |
| 7 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.17 | 93.25 | 92.97 | 91.47 | 93.06 | 90.37 | 91.78 | 92.48 | 91.42 | 93.27 | 91.50 | 91.28 | 92.25 | 91.81 | 93.65 | 90.17 | 93.06 | 93.71 | 90.02 | 92.56 | 93.18 | 92.74 | 92.90 | 93.01 | 93.17 | 91.22 |
| 0 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.62 | 93.94 | 92.96 | 93.84 | 92.92 | 93.11 | 92.22 | 93.02 | 91.88 | 93.04 | 92.81 | 92.22 | 92.47 | 92.03 | 92.54 | 92.18 | 93.41 | 91.85 | 92.68 | 91.51 | 93.00 | 92.05 | 93.15 | 92.29 | 92.48 | 92.10 |
| 1 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.76 | 94.02 | 90.67 | 92.32 | 92.61 | 91.57 | 91.40 | 89.77 | 91.09 | 92.17 | 93.43 | 91.84 | 92.93 | 93.52 | 92.39 | 93.06 | 92.74 | 92.84 | 93.34 | 93.23 | 93.96 | 92.66 | 93.26 | 91.98 | 91.59 | 91.33 |
| 9 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.55 | 93.58 | 93.64 | 93.40 | 93.41 | 93.06 | 92.52 | 92.23 | 91.63 | 91.65 | 93.24 | 92.13 | 92.84 | 93.58 | 92.59 | 93.59 | 93.61 | 94.28 | 92.10 | 93.73 | 93.50 | 93.33 | 93.82 | 92.65 | 90.82 | 92.31 |
| 4 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.90 | 93.01 | 93.06 | 93.35 | 93.14 | 93.90 | 92.76 | 93.45 | 91.76 | 92.56 | 92.55 | 92.57 | 92.97 | 91.85 | 92.32 | 93.23 | 93.05 | 93.06 | 93.96 | 92.62 | 93.13 | 94.07 | 93.38 | 91.65 | 92.76 | 90.69 |
| 2 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.70 | 92.71 | 93.42 | 93.35 | 90.99 | 94.44 | 93.13 | 92.82 | 92.10 | 92.09 | 92.71 | 92.94 | 93.14 | 94.15 | 90.89 | 92.89 | 92.98 | 92.37 | 93.88 | 93.37 | 93.94 | 92.81 | 93.36 | 93.20 | 93.17 | 91.36 |
| 5 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.46 | 92.75 | 93.54 | 93.67 | 93.31 | 92.80 | 91.02 | 91.81 | 92.33 | 92.34 | 92.68 | 92.57 | 91.64 | 93.88 | 93.00 | 92.37 | 92.23 | 93.73 | 94.20 | 91.79 | 92.77 | 92.85 | 92.11 | 91.32 | 92.86 | 92.92 |
Size of the test data: (10, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 675 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.84 | 0.68 | 2.61 | 1.69 | 1.40 | -0.22 | 1.10 | 2.38 | 0.80 | 2.41 | 0.78 | 1.03 | 0.91 | 0.95 | 4.73 | -1.40 | 2.27 | 2.52 | -0.58 | -0.04 | 3.73 | 3.51 | 1.79 | 3.66 | 2.78 | 1.49 | 4 |
| 672 | 372 | 32 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.83 | 1.53 | 1.72 | 0.84 | 2.07 | -0.59 | 1.69 | 1.30 | 0.84 | 0.54 | 1.22 | 1.19 | -3.19 | 1.18 | -1.95 | 1.67 | 2.21 | 2.27 | 1.64 | 1.89 | 4.84 | 3.75 | 4.68 | 3.52 | 1.11 | 1.32 | 3 |
| 372 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.53 | 1.37 | 2.36 | 2.20 | 1.63 | 2.62 | 0.92 | 2.72 | -0.68 | 1.98 | 2.15 | 1.42 | 0.33 | 0.88 | 3.05 | 0.47 | 2.74 | -0.18 | 1.15 | -0.50 | 2.36 | 2.11 | 2.41 | 2.82 | 1.37 | 1.83 | 3 |
| 375 | 372 | 32 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.75 | 3.72 | -0.90 | -0.17 | 1.54 | 0.68 | 0.34 | 0.41 | 0.36 | 1.76 | 2.81 | 1.45 | 1.29 | 2.03 | 1.29 | 0.14 | 0.79 | 0.09 | 1.80 | 0.98 | 1.66 | 2.54 | 3.64 | 1.83 | 1.55 | 1.93 | 2 |
| 554 | 372 | 32 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.61 | 1.88 | 2.19 | 1.43 | 0.95 | 0.26 | 2.25 | 1.69 | 1.27 | 3.14 | 2.19 | -0.25 | 1.25 | 3.50 | 2.25 | 3.76 | 2.57 | 2.81 | 2.54 | 0.51 | 2.14 | 3.85 | 3.28 | 2.56 | 1.95 | 1.38 | 1 |
| 612 | 372 | 32 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.63 | 1.36 | 3.07 | 1.37 | 1.59 | 2.19 | -0.21 | 1.68 | 2.06 | 1.90 | 0.95 | 0.61 | 0.72 | 2.81 | 1.04 | 2.40 | 2.73 | 0.62 | 3.37 | 2.20 | 3.37 | 2.80 | 1.93 | 4.03 | 1.90 | 3.31 | 1 |
| 573 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.50 | 1.02 | 1.97 | 3.01 | 0.12 | 2.45 | 1.18 | 1.99 | 1.00 | 1.81 | 2.46 | 0.94 | 1.91 | 3.12 | -0.48 | 1.17 | 0.73 | 0.51 | 2.23 | 2.77 | 4.24 | 3.28 | 3.33 | 2.69 | 2.29 | 2.43 | 1 |
| 392 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.08 | 1.79 | 3.51 | 2.24 | 2.26 | 1.80 | 0.84 | 1.54 | 1.01 | 2.64 | 1.24 | 2.24 | 0.09 | 3.85 | 2.44 | 1.09 | 1.21 | 2.28 | 2.39 | -0.35 | 2.30 | 3.10 | 1.74 | 2.12 | 2.47 | 2.89 | 1 |
| 434 | 372 | 32 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.24 | 2.15 | 3.94 | 1.45 | 2.24 | 2.44 | 1.79 | 0.91 | 1.25 | 0.31 | 2.68 | 1.65 | 0.90 | 3.64 | 1.88 | 2.59 | 2.70 | 3.48 | 0.89 | 1.71 | 2.80 | 2.84 | 5.44 | 2.60 | 2.17 | 3.41 | 0 |
| 572 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.88 | 3.36 | 2.12 | 0.87 | 2.16 | 2.86 | 2.84 | 2.39 | 1.32 | 2.37 | 1.64 | 1.91 | 0.29 | 1.01 | 2.30 | 1.92 | 2.85 | 2.54 | 2.71 | 1.59 | 2.64 | 3.38 | 3.29 | 2.12 | 1.67 | 0.92 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 91.773 | 0.458501 |
| mAP_valid_abs_values_20 | 91.535 | 0.781270 |
| mAP_valid_abs_values_4 | 91.393 | 0.855051 |
| mAP_valid_abs_values_18 | 91.348 | 0.689151 |
| mAP_valid_abs_values_2 | 91.342 | 0.953785 |
| mAP_valid_abs_values_16 | 91.289 | 0.882452 |
| mAP_valid_abs_values_5 | 91.270 | 0.297508 |
| mAP_valid_abs_values_19 | 91.152 | 0.523318 |
| mAP_valid_abs_values_7 | 91.075 | 0.744569 |
| mAP_valid_abs_values_17 | 91.051 | 0.621422 |
| mAP_valid_abs_values_6 | 90.991 | 0.507465 |
| mAP_valid_abs_values_9 | 90.878 | 0.687230 |
| mAP_valid_abs_values_12 | 90.858 | 0.561383 |
| mAP_valid_abs_values_14 | 90.761 | 0.689516 |
| mAP_valid_abs_values_11 | 90.678 | 0.345472 |
| mAP_valid_abs_values_3 | 90.636 | 0.759637 |
| mAP_valid_abs_values_15 | 90.633 | 1.014255 |
| mAP_valid_abs_values_10 | 90.529 | 0.507487 |
| mAP_valid_abs_values_25 | 90.454 | 0.740168 |
| mAP_valid_abs_values | 90.427 | 0.863430 |
| mAP_valid_abs_values_21 | 90.356 | 0.921342 |
| mAP_valid_abs_values_8 | 90.356 | 0.586538 |
| mAP_valid_abs_values_23 | 89.947 | 1.031989 |
| mAP_valid_abs_values_22 | 89.725 | 0.632073 |
| mAP_valid_abs_values_24 | 89.635 | 0.528105 |
| mAP_valid_abs_values_26 | 89.552 | 0.597472 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_2 | 93.229500 | 0.587332 |
| mAP_test_abs_values_23 | 93.174000 | 0.755434 |
| mAP_test_abs_values_19 | 93.073500 | 0.974681 |
| mAP_test_abs_values_17 | 93.070000 | 0.602427 |
| mAP_test_abs_values_21 | 93.014500 | 0.988853 |
| mAP_test_abs_values_18 | 92.963500 | 0.942921 |
| mAP_test_abs_values_3 | 92.946500 | 0.827181 |
| mAP_test_abs_values_22 | 92.895000 | 0.767737 |
| mAP_test_abs_values_4 | 92.867000 | 0.652562 |
| mAP_test_abs_values_14 | 92.829750 | 0.723622 |
| mAP_test_abs_values_5 | 92.709000 | 0.607795 |
| mAP_test_abs_values_10 | 92.701500 | 0.672399 |
| mAP_test_abs_values_16 | 92.685500 | 0.936989 |
| average_map | 92.593635 | 0.276937 |
| mAP_test_abs_values_25 | 92.550750 | 0.615677 |
| mAP_test_abs_values_24 | 92.424500 | 0.483560 |
| mAP_test_abs_values_6 | 92.405750 | 1.353804 |
| mAP_test_abs_values_7 | 92.401500 | 0.639642 |
| mAP_test_abs_values_11 | 92.333250 | 0.916161 |
| mAP_test_abs_values_20 | 92.319250 | 0.900132 |
| mAP_test_abs_values_13 | 92.257500 | 1.086067 |
| mAP_test_abs_values_15 | 92.227750 | 1.225330 |
| mAP_test_abs_values_8 | 92.197000 | 1.058066 |
| mAP_test_abs_values_12 | 92.166750 | 0.893815 |
| mAP_test_abs_values | 92.164500 | 0.716784 |
| mAP_test_abs_values_9 | 91.955750 | 0.818397 |
| mAP_test_abs_values_26 | 91.871000 | 0.755794 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()Bit size 48
The results in this presentation are from two experimental designs:
::: {.panel-tabset}
Experiment 1 Results
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.47 | 88.84 | 87.86 | 87.13 | 87.81 | 88.66 | 87.92 | 87.08 | 89.56 | 88.78 | 89.57 | 89.68 | 89.48 | 88.52 | 89.32 | 91.15 | 89.03 | 89.11 | 89.43 | 89.40 | 89.19 | 88.18 | 88.55 | 88.73 | 89.70 | 88.06 |
| 17 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.37 | 87.75 | 88.17 | 87.21 | 87.52 | 89.06 | 88.30 | 89.54 | 89.04 | 90.14 | 88.63 | 88.99 | 88.77 | 89.29 | 88.48 | 90.14 | 88.87 | 90.35 | 89.54 | 86.78 | 88.97 | 88.99 | 88.99 | 88.77 | 88.58 | 89.02 |
| 18 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.43 | 87.77 | 88.99 | 87.52 | 88.64 | 89.22 | 88.21 | 42.66 | 88.42 | 89.44 | 84.97 | 89.57 | 88.51 | 89.80 | 89.59 | 90.78 | 90.22 | 89.70 | 88.61 | 89.15 | 42.66 | 89.80 | 87.76 | 89.72 | 89.12 | 87.89 |
| 19 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.59 | 88.12 | 88.46 | 86.03 | 87.82 | 89.99 | 89.71 | 89.49 | 88.33 | 89.68 | 88.98 | 89.28 | 89.09 | 88.60 | 88.27 | 89.44 | 88.13 | 89.58 | 89.20 | 90.22 | 87.76 | 42.66 | 89.77 | 88.22 | 88.66 | 89.58 |
| 36 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.33 | 89.71 | 88.75 | 88.99 | 88.99 | 89.18 | 89.78 | 90.62 | 90.37 | 89.01 | 90.06 | 89.69 | 90.92 | 89.32 | 90.35 | 90.68 | 90.74 | 89.01 | 89.29 | 89.51 | 88.93 | 89.29 | 88.66 | 88.89 | 89.16 | 88.96 |
| 37 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 89.19 | 88.17 | 88.51 | 42.66 | 89.79 | 89.57 | 90.09 | 90.24 | 88.23 | 89.84 | 89.95 | 89.77 | 90.52 | 89.94 | 90.84 | 90.21 | 89.11 | 89.23 | 90.01 | 89.33 | 89.73 | 89.01 | 88.81 | 88.54 | 88.36 |
| 38 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.49 | 88.75 | 86.80 | 87.58 | 88.45 | 89.08 | 88.91 | 90.45 | 90.35 | 89.03 | 89.66 | 90.02 | 89.97 | 90.08 | 89.00 | 90.26 | 90.14 | 89.31 | 90.04 | 90.93 | 88.60 | 88.95 | 87.75 | 89.17 | 89.58 | 88.40 |
| 39 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.62 | 89.73 | 89.11 | 89.02 | 88.25 | 89.64 | 90.52 | 89.81 | 90.16 | 89.30 | 89.79 | 89.48 | 90.42 | 89.38 | 90.42 | 90.77 | 90.45 | 90.70 | 89.06 | 90.80 | 89.13 | 89.70 | 88.82 | 89.54 | 88.31 | 90.15 |
| 56 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.36 | 90.62 | 90.47 | 89.32 | 90.28 | 88.85 | 89.55 | 89.68 | 90.37 | 88.89 | 88.84 | 90.34 | 89.79 | 90.82 | 90.09 | 91.18 | 90.68 | 89.47 | 89.00 | 89.41 | 90.37 | 88.80 | 89.53 | 88.85 | 88.60 | 90.20 |
| 57 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.14 | 88.97 | 89.96 | 89.79 | 88.68 | 42.66 | 90.82 | 89.34 | 90.06 | 91.00 | 90.61 | 89.11 | 90.35 | 89.96 | 89.48 | 89.97 | 89.37 | 89.86 | 88.72 | 89.79 | 88.63 | 89.78 | 90.98 | 89.48 | 89.26 | 89.66 |
| 58 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.93 | 88.73 | 90.12 | 89.71 | 89.38 | 90.69 | 89.23 | 89.51 | 90.43 | 88.97 | 89.23 | 88.69 | 90.19 | 42.66 | 42.66 | 91.24 | 89.79 | 89.99 | 90.19 | 90.09 | 88.91 | 89.23 | 89.20 | 89.26 | 89.17 | 88.47 |
| 59 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.95 | 88.94 | 89.69 | 90.39 | 89.61 | 89.63 | 90.05 | 89.92 | 88.95 | 89.20 | 90.34 | 90.69 | 90.41 | 89.71 | 90.82 | 90.72 | 89.55 | 91.92 | 90.16 | 90.03 | 89.45 | 89.10 | 89.62 | 88.75 | 88.83 | 89.70 |
| 76 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.41 | 88.29 | 88.91 | 88.92 | 89.01 | 88.43 | 89.69 | 90.57 | 89.28 | 89.12 | 90.23 | 89.88 | 90.10 | 88.26 | 89.66 | 89.25 | 90.33 | 90.37 | 90.38 | 90.19 | 89.08 | 89.16 | 88.51 | 87.45 | 89.37 | 88.81 |
| 77 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.80 | 42.66 | 88.41 | 86.62 | 88.49 | 88.94 | 88.39 | 90.66 | 89.84 | 89.17 | 90.20 | 90.85 | 89.60 | 90.18 | 90.26 | 91.44 | 90.24 | 89.28 | 91.11 | 89.74 | 89.58 | 88.87 | 89.50 | 88.81 | 89.90 | 88.53 |
| 78 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.00 | 89.69 | 88.45 | 87.17 | 86.94 | 88.54 | 90.35 | 89.72 | 88.86 | 89.09 | 89.78 | 90.14 | 90.57 | 90.06 | 89.03 | 89.86 | 89.69 | 89.37 | 89.68 | 88.82 | 87.78 | 88.31 | 88.88 | 89.85 | 88.25 | 89.15 |
| 79 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.96 | 88.68 | 88.32 | 88.16 | 89.61 | 88.49 | 89.71 | 89.63 | 90.03 | 90.10 | 90.62 | 89.94 | 89.83 | 88.67 | 90.03 | 90.41 | 89.67 | 90.56 | 88.96 | 91.17 | 88.60 | 88.35 | 89.66 | 90.01 | 89.50 | 88.70 |
| 96 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.16 | 89.65 | 89.99 | 89.05 | 90.39 | 89.48 | 90.77 | 89.58 | 90.85 | 89.66 | 89.71 | 90.84 | 89.92 | 89.63 | 90.48 | 90.71 | 91.37 | 89.58 | 90.75 | 90.04 | 87.97 | 89.29 | 90.41 | 89.60 | 89.11 | 89.83 |
| 97 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.95 | 89.09 | 90.18 | 90.14 | 89.86 | 89.61 | 89.71 | 90.62 | 90.40 | 91.00 | 90.44 | 88.84 | 90.82 | 89.23 | 90.32 | 91.26 | 90.79 | 90.47 | 88.94 | 89.59 | 90.37 | 89.95 | 88.86 | 89.52 | 89.54 | 89.90 |
| 98 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.06 | 90.75 | 89.16 | 89.93 | 90.72 | 89.78 | 91.89 | 89.94 | 90.81 | 90.45 | 89.44 | 90.33 | 90.87 | 89.39 | 89.91 | 91.09 | 90.57 | 89.92 | 90.29 | 90.29 | 89.08 | 89.56 | 89.71 | 89.43 | 89.37 | 89.90 |
| 99 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.51 | 90.91 | 90.07 | 88.48 | 89.07 | 90.75 | 90.88 | 90.52 | 90.03 | 90.87 | 89.63 | 90.34 | 90.47 | 90.52 | 89.97 | 91.56 | 90.41 | 90.36 | 90.57 | 91.24 | 90.91 | 89.52 | 89.55 | 89.16 | 88.79 | 88.09 |
| 116 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.97 | 90.36 | 90.42 | 89.22 | 89.98 | 89.81 | 89.83 | 90.02 | 90.02 | 90.45 | 91.53 | 89.63 | 90.59 | 90.57 | 90.38 | 90.67 | 90.66 | 90.48 | 90.56 | 89.80 | 90.15 | 89.17 | 88.43 | 90.32 | 90.00 | 89.29 |
| 117 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.54 | 89.49 | 89.62 | 89.48 | 90.04 | 88.83 | 90.03 | 90.51 | 90.40 | 90.01 | 89.84 | 91.03 | 90.62 | 89.82 | 91.44 | 90.94 | 90.25 | 91.24 | 90.32 | 91.17 | 89.99 | 88.26 | 89.23 | 89.26 | 90.10 | 88.67 |
| 118 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.84 | 90.17 | 90.52 | 89.77 | 89.45 | 89.37 | 89.79 | 90.55 | 90.85 | 90.35 | 89.98 | 90.32 | 91.86 | 90.74 | 90.44 | 92.91 | 90.66 | 91.31 | 89.89 | 91.43 | 90.06 | 90.08 | 89.60 | 90.19 | 89.23 | 89.59 |
| 119 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.22 | 90.95 | 90.25 | 89.55 | 89.66 | 90.90 | 90.49 | 90.54 | 90.84 | 89.55 | 89.73 | 89.61 | 91.47 | 89.61 | 90.50 | 91.06 | 90.34 | 90.60 | 91.00 | 89.35 | 89.15 | 90.67 | 90.17 | 90.83 | 89.10 | 89.78 |
| 136 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.13 | 89.03 | 88.86 | 87.16 | 88.19 | 89.46 | 88.48 | 90.65 | 90.11 | 88.53 | 88.77 | 89.48 | 90.97 | 89.87 | 90.72 | 91.04 | 89.84 | 90.44 | 88.91 | 89.68 | 89.47 | 89.63 | 89.99 | 89.99 | 90.16 | 88.33 |
| 137 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.78 | 89.36 | 89.42 | 89.50 | 88.62 | 90.10 | 90.45 | 90.06 | 89.98 | 91.05 | 89.89 | 90.87 | 90.65 | 90.29 | 90.14 | 90.66 | 90.61 | 90.92 | 90.58 | 90.17 | 88.92 | 89.40 | 89.18 | 89.21 | 88.82 | 89.72 |
| 138 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.30 | 88.86 | 89.03 | 88.92 | 88.16 | 89.50 | 90.27 | 42.66 | 91.12 | 89.54 | 89.26 | 90.18 | 90.00 | 89.20 | 90.01 | 90.55 | 88.40 | 90.62 | 89.84 | 89.89 | 89.42 | 88.33 | 90.37 | 88.52 | 89.03 | 88.84 |
| 139 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.26 | 89.22 | 89.14 | 88.69 | 88.49 | 89.33 | 88.98 | 90.66 | 90.02 | 90.39 | 88.16 | 88.33 | 91.27 | 89.16 | 89.64 | 90.79 | 89.67 | 91.72 | 89.19 | 89.37 | 90.11 | 90.08 | 90.54 | 88.92 | 89.22 | 88.73 |
| 156 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.56 | 90.52 | 90.86 | 89.56 | 89.16 | 90.51 | 90.42 | 90.96 | 90.27 | 90.63 | 89.42 | 89.25 | 91.92 | 90.97 | 90.90 | 91.62 | 90.65 | 89.99 | 88.39 | 90.80 | 90.23 | 89.94 | 88.65 | 89.04 | 89.76 | 89.36 |
| 157 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.62 | 90.35 | 90.54 | 89.76 | 89.14 | 89.84 | 90.28 | 90.37 | 89.58 | 89.82 | 90.41 | 88.99 | 90.71 | 91.37 | 90.64 | 90.16 | 90.70 | 90.99 | 90.11 | 91.14 | 91.92 | 89.89 | 90.50 | 89.95 | 89.89 | 87.94 |
| 158 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.13 | 90.49 | 89.55 | 89.53 | 89.49 | 90.00 | 91.08 | 90.33 | 91.11 | 90.89 | 89.18 | 90.50 | 90.83 | 91.29 | 89.96 | 91.36 | 90.22 | 90.71 | 89.21 | 90.23 | 91.14 | 89.32 | 88.74 | 88.89 | 91.32 | 89.66 |
| 159 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.28 | 89.95 | 90.35 | 90.76 | 89.22 | 89.41 | 90.26 | 91.08 | 90.24 | 89.99 | 90.44 | 89.92 | 91.25 | 89.68 | 90.32 | 91.05 | 89.78 | 91.83 | 91.29 | 91.08 | 89.06 | 88.16 | 90.71 | 88.70 | 89.94 | 89.02 |
| 176 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.24 | 91.29 | 90.66 | 89.94 | 91.10 | 89.17 | 89.39 | 90.03 | 90.86 | 90.69 | 90.17 | 89.92 | 88.93 | 90.99 | 90.99 | 90.51 | 90.95 | 90.89 | 90.02 | 89.94 | 90.26 | 89.79 | 91.11 | 90.10 | 89.51 | 89.25 |
| 177 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.57 | 90.05 | 90.25 | 90.50 | 91.89 | 90.12 | 90.62 | 90.54 | 90.49 | 90.09 | 89.63 | 90.56 | 90.43 | 89.87 | 90.12 | 90.07 | 90.16 | 90.09 | 90.82 | 90.33 | 89.21 | 89.18 | 88.91 | 88.85 | 89.84 | 87.96 |
| 178 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.30 | 90.26 | 89.62 | 89.49 | 91.35 | 90.22 | 90.19 | 91.16 | 89.79 | 91.02 | 89.50 | 91.74 | 91.20 | 91.27 | 89.99 | 90.62 | 89.67 | 91.47 | 89.52 | 88.68 | 89.87 | 88.81 | 88.48 | 89.73 | 90.13 | 88.72 |
| 179 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.94 | 90.64 | 91.86 | 90.94 | 87.99 | 89.76 | 89.68 | 90.97 | 91.45 | 90.42 | 90.08 | 90.01 | 90.99 | 90.11 | 90.46 | 90.87 | 91.30 | 91.69 | 90.24 | 90.25 | 88.60 | 89.35 | 89.55 | 89.46 | 90.37 | 89.01 |
| 196 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.81 | 87.26 | 88.65 | 86.79 | 88.18 | 89.68 | 89.05 | 89.92 | 88.46 | 88.22 | 88.82 | 89.38 | 90.12 | 89.44 | 87.16 | 90.69 | 89.37 | 90.36 | 89.56 | 88.89 | 89.11 | 89.22 | 88.58 | 88.62 | 90.33 | 88.53 |
| 197 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.70 | 88.94 | 88.38 | 89.49 | 89.33 | 88.59 | 89.10 | 89.95 | 90.16 | 89.81 | 90.24 | 90.94 | 90.00 | 90.53 | 88.21 | 89.45 | 87.02 | 89.55 | 90.10 | 88.94 | 89.58 | 88.41 | 89.99 | 88.32 | 88.82 | 89.10 |
| 198 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.66 | 88.73 | 87.87 | 87.38 | 87.38 | 90.74 | 89.64 | 89.40 | 90.23 | 88.61 | 89.10 | 89.42 | 89.14 | 89.58 | 88.58 | 89.76 | 88.99 | 91.15 | 90.07 | 89.41 | 89.15 | 88.65 | 90.38 | 88.85 | 88.95 | 87.98 |
| 199 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.65 | 88.97 | 89.22 | 88.27 | 89.11 | 89.44 | 89.19 | 89.40 | 89.38 | 88.90 | 88.90 | 89.18 | 90.36 | 88.75 | 89.58 | 89.54 | 89.52 | 89.77 | 90.85 | 90.04 | 91.89 | 89.00 | 90.20 | 88.91 | 89.03 | 89.22 |
| 216 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.18 | 89.68 | 89.35 | 88.49 | 88.84 | 89.78 | 89.03 | 90.74 | 90.76 | 90.78 | 89.02 | 89.35 | 90.04 | 90.18 | 90.22 | 88.81 | 89.12 | 91.17 | 89.92 | 89.15 | 89.72 | 90.07 | 90.28 | 89.49 | 88.80 | 87.97 |
| 217 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.54 | 89.20 | 89.30 | 89.95 | 89.15 | 90.20 | 88.98 | 90.44 | 89.64 | 89.78 | 90.18 | 89.18 | 90.78 | 90.68 | 90.30 | 90.43 | 90.90 | 89.49 | 89.83 | 90.72 | 88.98 | 88.63 | 90.11 | 88.89 | 88.84 | 88.46 |
| 218 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.78 | 89.82 | 87.81 | 89.11 | 89.77 | 89.02 | 89.00 | 90.55 | 89.99 | 89.50 | 89.33 | 90.10 | 90.29 | 88.87 | 90.12 | 90.64 | 89.96 | 91.00 | 89.04 | 89.99 | 89.22 | 89.19 | 88.84 | 89.41 | 89.62 | 89.35 |
| 219 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.61 | 90.99 | 88.67 | 88.94 | 89.92 | 89.34 | 89.30 | 89.43 | 90.25 | 90.85 | 89.33 | 89.48 | 90.99 | 89.41 | 89.27 | 91.20 | 89.92 | 89.65 | 91.04 | 90.57 | 90.10 | 90.21 | 89.00 | 88.82 | 89.14 | 89.97 |
| 236 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.80 | 89.19 | 89.30 | 90.01 | 87.80 | 89.25 | 89.22 | 91.26 | 90.65 | 89.33 | 89.72 | 90.12 | 90.24 | 90.57 | 90.73 | 90.63 | 91.00 | 90.09 | 90.06 | 89.89 | 89.08 | 89.21 | 88.93 | 89.48 | 91.28 | 89.18 |
| 237 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.38 | 89.74 | 89.36 | 89.41 | 90.60 | 89.48 | 88.50 | 90.77 | 88.95 | 90.91 | 90.34 | 89.83 | 90.29 | 90.10 | 90.61 | 90.72 | 90.00 | 89.64 | 89.48 | 89.91 | 88.76 | 88.51 | 89.11 | 89.47 | 89.75 | 88.51 |
| 238 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.86 | 88.69 | 89.09 | 89.19 | 88.79 | 88.98 | 90.09 | 88.94 | 91.71 | 89.36 | 90.26 | 90.46 | 90.66 | 89.91 | 90.96 | 90.32 | 90.12 | 90.48 | 90.64 | 89.03 | 89.99 | 89.68 | 89.39 | 89.97 | 88.95 | 89.91 |
| 239 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.05 | 90.13 | 90.62 | 90.04 | 88.50 | 90.63 | 91.53 | 89.50 | 90.41 | 90.89 | 89.69 | 89.38 | 90.98 | 89.39 | 89.81 | 89.31 | 90.19 | 90.31 | 90.70 | 90.76 | 90.15 | 88.56 | 90.41 | 88.72 | 89.41 | 88.96 |
| 256 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.70 | 88.41 | 87.65 | 88.19 | 89.54 | 88.52 | 88.84 | 90.80 | 90.41 | 89.16 | 88.42 | 90.68 | 91.52 | 89.99 | 89.40 | 89.95 | 89.04 | 89.00 | 89.93 | 89.43 | 89.27 | 89.07 | 88.83 | 89.50 | 89.55 | 88.73 |
| 257 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.51 | 88.12 | 88.66 | 88.78 | 89.32 | 89.31 | 90.13 | 90.24 | 90.68 | 89.76 | 89.95 | 89.88 | 91.42 | 89.74 | 89.73 | 89.99 | 89.33 | 90.67 | 90.84 | 89.50 | 90.74 | 89.69 | 89.64 | 88.30 | 89.70 | 89.40 |
| 258 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.68 | 89.21 | 88.54 | 87.43 | 88.09 | 89.38 | 89.24 | 89.95 | 90.61 | 89.20 | 89.20 | 90.18 | 89.61 | 90.27 | 91.11 | 90.88 | 89.51 | 90.38 | 90.71 | 90.25 | 89.36 | 88.79 | 88.51 | 87.68 | 89.94 | 89.11 |
| 259 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.89 | 89.24 | 87.92 | 90.22 | 89.16 | 89.50 | 90.53 | 90.10 | 90.42 | 89.79 | 89.28 | 89.91 | 90.78 | 90.83 | 90.12 | 89.94 | 89.52 | 90.69 | 89.73 | 90.30 | 89.45 | 88.55 | 89.97 | 88.76 | 89.76 | 88.33 |
| 276 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 42.66 | 89.45 | 90.01 | 88.03 | 87.73 | 89.68 | 89.10 | 89.21 | 90.77 | 90.40 | 89.76 | 89.99 | 90.33 | 90.11 | 89.61 | 90.30 | 89.96 | 89.45 | 89.11 | 91.11 | 89.90 | 89.22 | 90.19 | 89.18 | 89.96 | 89.22 |
| 277 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.64 | 90.79 | 89.79 | 89.85 | 89.83 | 89.17 | 90.65 | 90.99 | 89.54 | 89.65 | 89.64 | 91.41 | 90.66 | 90.32 | 90.51 | 90.35 | 90.90 | 90.67 | 90.11 | 89.50 | 89.59 | 90.46 | 90.53 | 90.44 | 90.09 | 89.10 |
| 278 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.88 | 88.64 | 90.72 | 89.55 | 89.04 | 89.66 | 90.23 | 90.69 | 88.86 | 90.22 | 90.86 | 90.26 | 91.85 | 90.49 | 89.90 | 91.11 | 88.74 | 90.90 | 89.29 | 89.61 | 91.13 | 90.35 | 87.74 | 88.29 | 89.27 | 89.62 |
| 279 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.25 | 90.29 | 91.28 | 90.47 | 89.64 | 90.60 | 90.47 | 91.01 | 90.24 | 89.71 | 90.61 | 90.00 | 90.72 | 91.18 | 89.80 | 91.14 | 90.59 | 90.50 | 90.11 | 90.49 | 89.53 | 89.14 | 89.61 | 89.13 | 89.94 | 88.93 |
| 296 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.12 | 88.99 | 90.58 | 90.26 | 89.49 | 90.37 | 89.91 | 90.55 | 89.71 | 90.13 | 90.67 | 90.15 | 91.90 | 90.75 | 88.75 | 91.15 | 90.73 | 91.42 | 88.61 | 89.96 | 88.78 | 89.72 | 88.99 | 88.45 | 90.77 | 88.93 |
| 297 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.80 | 89.93 | 89.39 | 90.08 | 89.92 | 89.62 | 90.88 | 90.85 | 90.87 | 90.39 | 89.87 | 90.85 | 90.86 | 91.15 | 90.11 | 91.01 | 90.22 | 91.11 | 90.85 | 90.62 | 90.59 | 89.73 | 88.55 | 88.59 | 89.17 | 89.90 |
| 298 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.46 | 89.76 | 90.35 | 90.23 | 90.03 | 89.71 | 89.64 | 90.24 | 90.69 | 89.38 | 90.55 | 90.01 | 89.67 | 91.14 | 89.95 | 89.13 | 89.28 | 90.60 | 90.07 | 89.97 | 90.15 | 90.24 | 88.85 | 89.36 | 89.10 | 89.61 |
| 299 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.57 | 89.59 | 91.05 | 89.87 | 88.65 | 89.37 | 89.22 | 90.92 | 90.19 | 91.35 | 89.15 | 90.19 | 91.47 | 90.84 | 89.44 | 91.34 | 89.51 | 91.23 | 91.14 | 90.65 | 89.76 | 90.08 | 89.86 | 88.79 | 88.57 | 89.12 |
| 316 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.31 | 89.47 | 89.08 | 88.54 | 88.22 | 87.91 | 88.09 | 89.36 | 89.31 | 89.00 | 90.25 | 89.72 | 90.10 | 89.98 | 89.48 | 90.94 | 89.65 | 90.38 | 90.96 | 90.16 | 89.97 | 90.36 | 88.04 | 88.61 | 89.36 | 88.17 |
| 317 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.79 | 90.39 | 89.95 | 88.99 | 88.18 | 90.26 | 90.17 | 89.37 | 90.12 | 90.77 | 90.09 | 89.61 | 90.57 | 90.76 | 90.25 | 90.88 | 89.92 | 91.09 | 90.13 | 89.22 | 89.50 | 90.46 | 89.50 | 89.45 | 89.75 | 89.15 |
| 318 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.86 | 89.87 | 89.45 | 88.57 | 87.76 | 89.90 | 88.94 | 90.72 | 90.89 | 88.71 | 89.94 | 89.94 | 91.56 | 89.19 | 89.50 | 89.67 | 89.37 | 90.10 | 89.70 | 90.21 | 89.93 | 88.50 | 89.24 | 88.31 | 88.95 | 88.61 |
| 319 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.53 | 88.56 | 88.26 | 88.68 | 88.03 | 88.55 | 90.15 | 89.67 | 90.48 | 89.64 | 90.61 | 89.31 | 90.64 | 89.68 | 90.30 | 89.31 | 90.44 | 91.00 | 89.74 | 88.97 | 90.39 | 88.56 | 89.32 | 89.09 | 89.93 | 88.82 |
| 336 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.93 | 90.54 | 89.26 | 88.65 | 88.09 | 89.32 | 90.03 | 90.78 | 90.83 | 90.88 | 90.05 | 90.81 | 90.32 | 91.17 | 90.28 | 90.07 | 89.77 | 90.85 | 89.26 | 90.87 | 89.35 | 90.40 | 88.10 | 89.37 | 88.91 | 88.63 |
| 337 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.19 | 90.45 | 89.00 | 89.96 | 89.72 | 88.22 | 88.88 | 89.93 | 90.43 | 90.37 | 90.05 | 91.19 | 91.48 | 91.43 | 89.28 | 91.41 | 90.86 | 90.04 | 90.54 | 91.04 | 90.88 | 89.65 | 90.33 | 89.29 | 89.58 | 89.26 |
| 338 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.24 | 90.62 | 90.80 | 89.54 | 90.55 | 89.39 | 90.62 | 90.22 | 90.55 | 90.02 | 90.47 | 90.53 | 90.11 | 90.36 | 90.25 | 91.04 | 90.17 | 91.09 | 89.05 | 89.51 | 90.26 | 89.11 | 88.70 | 88.24 | 90.64 | 88.71 |
| 339 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.87 | 89.29 | 89.36 | 89.95 | 89.04 | 88.79 | 89.96 | 90.11 | 89.31 | 90.60 | 89.62 | 89.81 | 90.48 | 90.71 | 91.58 | 90.90 | 90.06 | 90.77 | 90.95 | 91.14 | 90.36 | 88.91 | 88.14 | 88.79 | 90.30 | 90.09 |
| 356 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.72 | 89.07 | 91.72 | 91.07 | 90.18 | 90.26 | 90.74 | 92.28 | 89.34 | 90.56 | 89.56 | 90.44 | 90.54 | 91.45 | 90.47 | 90.54 | 90.34 | 90.20 | 91.06 | 89.96 | 89.54 | 89.33 | 89.56 | 88.95 | 88.81 | 88.54 |
| 357 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.78 | 89.58 | 89.95 | 89.80 | 88.50 | 89.22 | 90.30 | 89.94 | 90.38 | 90.21 | 89.85 | 90.41 | 90.71 | 91.07 | 90.78 | 90.95 | 90.25 | 90.80 | 89.85 | 90.73 | 89.67 | 90.55 | 88.00 | 89.92 | 90.40 | 89.53 |
| 358 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.43 | 90.08 | 91.76 | 89.70 | 89.90 | 90.21 | 90.32 | 89.67 | 90.16 | 91.03 | 91.23 | 90.10 | 90.51 | 90.33 | 91.62 | 92.21 | 90.27 | 91.30 | 90.62 | 90.27 | 90.10 | 89.83 | 89.62 | 89.59 | 89.65 | 88.81 |
| 359 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.54 | 89.85 | 89.48 | 89.52 | 89.50 | 88.36 | 89.38 | 91.46 | 90.40 | 91.22 | 90.06 | 89.96 | 90.62 | 90.93 | 90.62 | 91.72 | 89.54 | 90.92 | 90.05 | 90.41 | 90.34 | 90.05 | 90.17 | 89.38 | 89.47 | 89.40 |
| 376 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.44 | 90.75 | 90.40 | 92.35 | 92.51 | 89.96 | 90.55 | 90.05 | 91.11 | 90.17 | 89.63 | 91.24 | 92.20 | 90.89 | 91.12 | 91.64 | 90.84 | 92.22 | 91.99 | 90.94 | 89.86 | 90.14 | 90.06 | 88.56 | 90.89 | 88.86 |
| 377 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 91.91 | 92.04 | 90.64 | 91.37 | 90.23 | 91.76 | 91.36 | 91.08 | 91.14 | 91.77 | 91.13 | 90.26 | 91.77 | 91.49 | 92.25 | 91.87 | 92.43 | 90.16 | 91.44 | 90.50 | 90.61 | 91.21 | 89.60 | 91.15 | 89.77 |
| 378 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.40 | 91.50 | 91.35 | 90.69 | 91.50 | 90.42 | 91.63 | 91.32 | 91.18 | 91.40 | 91.41 | 90.54 | 91.13 | 91.94 | 91.41 | 91.91 | 91.47 | 93.03 | 90.51 | 90.92 | 90.00 | 89.79 | 90.45 | 88.95 | 91.19 | 89.22 |
| 379 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.62 | 92.56 | 90.84 | 91.64 | 91.29 | 91.09 | 90.15 | 90.39 | 92.35 | 90.29 | 90.57 | 91.55 | 91.77 | 90.61 | 90.50 | 91.57 | 91.49 | 91.53 | 90.13 | 91.21 | 89.95 | 91.26 | 90.45 | 90.03 | 91.04 | 88.95 |
| 396 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.35 | 91.06 | 90.10 | 91.74 | 90.46 | 91.14 | 90.16 | 89.31 | 89.06 | 91.15 | 90.41 | 91.01 | 91.55 | 90.14 | 91.33 | 91.77 | 90.05 | 90.12 | 91.03 | 91.29 | 90.35 | 90.75 | 90.30 | 88.60 | 90.19 | 90.68 |
| 397 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.63 | 91.87 | 90.09 | 92.15 | 90.67 | 89.76 | 90.73 | 91.59 | 90.51 | 90.30 | 90.29 | 91.01 | 91.36 | 91.11 | 91.40 | 92.11 | 91.40 | 92.15 | 90.72 | 91.74 | 90.42 | 89.21 | 90.26 | 88.96 | 90.82 | 89.95 |
| 398 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.12 | 90.88 | 89.72 | 90.84 | 90.92 | 90.80 | 90.37 | 89.99 | 90.68 | 90.46 | 90.50 | 90.78 | 89.88 | 91.14 | 91.30 | 91.00 | 90.86 | 92.51 | 91.00 | 91.38 | 90.88 | 90.01 | 90.58 | 90.02 | 89.36 | 88.38 |
| 399 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.31 | 92.28 | 90.60 | 92.56 | 91.88 | 91.07 | 90.66 | 90.36 | 90.78 | 89.62 | 91.45 | 90.65 | 89.87 | 90.26 | 90.83 | 91.70 | 92.19 | 90.37 | 90.12 | 90.71 | 91.05 | 90.79 | 88.88 | 90.34 | 90.69 | 90.63 |
| 416 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.50 | 91.39 | 92.55 | 90.52 | 90.72 | 90.77 | 90.73 | 91.28 | 89.40 | 89.14 | 90.92 | 91.14 | 89.97 | 92.23 | 90.77 | 91.95 | 91.41 | 91.77 | 89.91 | 92.03 | 91.51 | 90.87 | 88.07 | 89.16 | 89.84 | 90.62 |
| 417 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.35 | 91.45 | 91.27 | 90.73 | 89.79 | 90.23 | 91.06 | 91.02 | 89.91 | 90.27 | 90.56 | 90.68 | 91.45 | 90.21 | 91.36 | 91.06 | 90.97 | 90.81 | 90.92 | 90.59 | 88.84 | 90.56 | 89.59 | 90.83 | 90.88 | 90.82 |
| 418 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.74 | 91.20 | 90.78 | 91.91 | 90.56 | 90.52 | 90.38 | 89.87 | 90.21 | 91.36 | 91.35 | 90.87 | 91.26 | 89.40 | 91.43 | 90.60 | 91.91 | 90.33 | 91.04 | 90.85 | 91.64 | 90.98 | 88.20 | 89.87 | 91.07 | 90.06 |
| 419 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.11 | 91.48 | 91.67 | 91.21 | 90.95 | 89.66 | 88.98 | 91.01 | 90.96 | 90.38 | 91.34 | 89.61 | 91.72 | 90.23 | 89.66 | 91.36 | 90.60 | 91.25 | 91.57 | 91.83 | 89.30 | 91.19 | 89.54 | 89.13 | 90.77 | 89.90 |
| 436 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.23 | 89.28 | 90.61 | 91.42 | 91.50 | 90.84 | 91.26 | 90.78 | 89.33 | 91.48 | 91.74 | 91.55 | 91.03 | 91.50 | 90.86 | 91.82 | 92.57 | 92.11 | 91.25 | 91.02 | 90.18 | 90.32 | 90.39 | 90.70 | 89.09 | 90.08 |
| 437 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.88 | 92.13 | 91.39 | 91.02 | 90.89 | 90.25 | 90.64 | 90.54 | 90.97 | 91.78 | 89.04 | 91.69 | 91.18 | 91.66 | 89.96 | 90.63 | 89.71 | 91.62 | 90.93 | 91.43 | 90.57 | 89.86 | 90.02 | 88.25 | 90.66 | 90.05 |
| 438 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.24 | 92.20 | 90.45 | 90.96 | 91.79 | 90.40 | 90.83 | 89.91 | 90.99 | 90.64 | 89.64 | 90.31 | 90.25 | 91.25 | 90.91 | 91.38 | 90.97 | 92.13 | 91.53 | 91.85 | 90.80 | 90.29 | 90.17 | 89.42 | 89.97 | 90.44 |
| 439 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.42 | 91.15 | 89.80 | 90.94 | 91.80 | 91.04 | 91.50 | 90.30 | 90.28 | 91.01 | 90.30 | 91.02 | 91.50 | 90.50 | 91.27 | 90.89 | 90.42 | 90.74 | 90.10 | 91.28 | 90.11 | 90.25 | 90.71 | 90.95 | 90.41 | 90.38 |
| 456 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.13 | 92.29 | 91.11 | 90.39 | 92.12 | 91.59 | 91.54 | 89.72 | 90.95 | 89.78 | 90.23 | 91.21 | 91.88 | 91.27 | 90.16 | 89.99 | 89.96 | 91.05 | 91.19 | 90.98 | 89.60 | 89.66 | 91.52 | 89.67 | 90.41 | 88.99 |
| 457 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.54 | 90.59 | 92.00 | 91.56 | 91.71 | 89.35 | 90.00 | 89.79 | 90.64 | 90.32 | 91.75 | 91.90 | 92.02 | 91.14 | 90.40 | 91.67 | 90.30 | 91.84 | 90.81 | 91.08 | 89.79 | 89.53 | 90.46 | 88.31 | 91.09 | 88.99 |
| 458 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.91 | 90.57 | 91.56 | 91.00 | 89.39 | 90.75 | 90.32 | 89.64 | 89.76 | 90.84 | 90.89 | 91.91 | 90.62 | 90.81 | 91.21 | 91.93 | 91.64 | 91.30 | 91.39 | 89.93 | 90.99 | 90.57 | 89.06 | 91.58 | 90.44 |
| 459 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.63 | 90.64 | 89.73 | 91.42 | 89.73 | 90.53 | 90.32 | 90.79 | 90.56 | 91.32 | 91.14 | 90.92 | 92.20 | 90.08 | 90.46 | 91.73 | 91.25 | 90.35 | 91.68 | 91.87 | 90.58 | 90.49 | 89.61 | 90.65 | 90.15 | 89.25 |
| 476 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.29 | 90.71 | 91.21 | 90.85 | 90.87 | 90.21 | 89.66 | 91.62 | 90.12 | 89.85 | 89.90 | 91.69 | 90.93 | 89.94 | 91.37 | 90.47 | 90.58 | 90.45 | 91.54 | 91.29 | 89.51 | 90.20 | 89.82 | 88.46 | 91.93 | 90.74 |
| 477 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.26 | 90.27 | 90.35 | 89.51 | 92.04 | 90.12 | 89.99 | 91.11 | 91.27 | 89.84 | 91.20 | 90.34 | 92.11 | 90.31 | 90.26 | 90.44 | 91.50 | 90.25 | 91.15 | 91.42 | 90.08 | 90.90 | 88.57 | 89.80 | 91.12 | 89.52 |
| 478 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.83 | 91.79 | 89.81 | 90.90 | 91.66 | 89.73 | 91.17 | 91.32 | 90.32 | 91.31 | 90.19 | 91.11 | 91.10 | 90.28 | 90.25 | 90.72 | 91.19 | 90.58 | 90.84 | 91.51 | 90.58 | 91.28 | 90.53 | 90.70 | 90.08 | 90.09 |
| 479 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.02 | 90.66 | 89.81 | 90.95 | 89.83 | 91.56 | 90.73 | 89.79 | 90.49 | 90.67 | 90.36 | 90.30 | 92.16 | 91.10 | 90.62 | 90.22 | 92.56 | 91.10 | 91.10 | 91.30 | 89.74 | 90.23 | 90.58 | 90.33 | 91.10 | 88.65 |
| 496 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.78 | 91.72 | 90.56 | 91.09 | 91.76 | 89.44 | 91.55 | 90.79 | 91.10 | 91.48 | 90.89 | 90.29 | 90.52 | 90.94 | 91.46 | 90.48 | 91.27 | 92.57 | 90.32 | 91.71 | 90.27 | 90.83 | 90.35 | 89.91 | 89.61 | 90.43 |
| 497 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.17 | 91.68 | 90.42 | 90.96 | 90.86 | 90.70 | 91.47 | 90.73 | 90.20 | 90.76 | 89.70 | 89.92 | 91.01 | 90.89 | 91.61 | 89.66 | 92.17 | 90.70 | 90.35 | 92.03 | 89.96 | 91.36 | 91.34 | 88.91 | 91.41 | 91.01 |
| 498 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.72 | 91.62 | 90.05 | 92.19 | 91.31 | 89.95 | 91.03 | 90.20 | 89.94 | 91.39 | 90.29 | 91.01 | 92.07 | 90.40 | 92.11 | 92.29 | 92.21 | 90.49 | 92.14 | 91.27 | 90.98 | 89.58 | 90.76 | 89.46 | 90.76 | 90.53 |
| 499 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.28 | 90.54 | 91.48 | 92.55 | 91.48 | 91.36 | 90.22 | 90.64 | 91.86 | 91.29 | 90.60 | 91.21 | 90.55 | 91.29 | 92.03 | 90.48 | 91.76 | 91.38 | 91.56 | 91.55 | 91.08 | 89.55 | 90.00 | 90.83 | 90.26 | 89.87 |
| 516 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.71 | 90.83 | 90.00 | 91.52 | 90.97 | 90.24 | 89.93 | 90.09 | 89.68 | 90.10 | 90.44 | 90.25 | 92.00 | 91.51 | 89.98 | 90.94 | 90.75 | 91.08 | 91.03 | 91.79 | 90.35 | 89.04 | 89.61 | 89.10 | 89.37 | 90.19 |
| 517 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.48 | 90.91 | 90.43 | 91.59 | 90.22 | 90.48 | 89.80 | 90.94 | 89.32 | 89.45 | 91.66 | 91.68 | 90.10 | 90.71 | 90.59 | 90.64 | 89.21 | 90.95 | 90.11 | 91.00 | 90.67 | 90.15 | 89.30 | 89.72 | 91.54 | 89.81 |
| 518 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.46 | 91.00 | 90.20 | 91.09 | 92.80 | 89.86 | 89.73 | 92.02 | 90.71 | 91.14 | 89.11 | 90.98 | 90.20 | 90.74 | 91.36 | 90.63 | 91.34 | 91.32 | 90.46 | 90.41 | 90.99 | 90.34 | 90.41 | 89.80 | 90.94 | 89.59 |
| 519 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.06 | 92.00 | 90.62 | 91.70 | 90.49 | 91.02 | 90.96 | 90.57 | 90.21 | 90.41 | 90.71 | 89.98 | 91.56 | 91.16 | 90.56 | 91.93 | 92.02 | 91.39 | 90.62 | 90.77 | 90.46 | 89.74 | 90.05 | 89.95 | 90.59 | 90.21 |
| 536 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.02 | 90.16 | 90.34 | 90.30 | 91.23 | 89.80 | 90.04 | 91.07 | 90.71 | 90.59 | 90.71 | 90.13 | 90.71 | 90.49 | 90.33 | 90.50 | 91.71 | 90.20 | 91.16 | 90.68 | 91.05 | 89.09 | 90.70 | 89.36 | 90.02 | 90.10 |
| 537 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.83 | 88.80 | 90.40 | 89.35 | 90.67 | 89.17 | 90.50 | 90.07 | 89.82 | 90.61 | 89.49 | 89.30 | 90.75 | 90.05 | 90.48 | 90.93 | 88.99 | 91.81 | 89.95 | 90.77 | 90.35 | 90.09 | 88.70 | 89.49 | 89.71 | 88.80 |
| 538 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.33 | 91.47 | 90.47 | 89.88 | 91.35 | 89.47 | 90.27 | 91.46 | 90.69 | 89.61 | 90.41 | 91.15 | 91.67 | 89.91 | 90.84 | 91.64 | 91.17 | 91.00 | 90.04 | 90.13 | 90.61 | 90.97 | 90.22 | 91.26 | 89.57 | 88.34 |
| 539 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.44 | 90.16 | 90.50 | 91.00 | 89.96 | 90.40 | 91.09 | 89.82 | 90.79 | 90.95 | 91.71 | 89.91 | 91.01 | 90.74 | 90.43 | 90.34 | 91.32 | 89.96 | 91.23 | 90.97 | 89.56 | 90.98 | 89.94 | 89.61 | 89.84 | 90.57 |
| 556 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.91 | 91.75 | 91.41 | 91.07 | 91.21 | 90.74 | 91.17 | 91.16 | 90.73 | 89.59 | 90.73 | 90.40 | 92.42 | 90.44 | 91.55 | 90.59 | 90.63 | 91.27 | 91.28 | 91.87 | 90.83 | 90.76 | 90.71 | 90.85 | 90.90 | 89.04 |
| 557 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.22 | 91.17 | 90.88 | 91.70 | 91.07 | 90.30 | 90.84 | 90.92 | 90.24 | 90.44 | 90.30 | 91.69 | 91.39 | 89.23 | 91.58 | 91.69 | 90.85 | 89.80 | 90.86 | 92.06 | 89.90 | 90.20 | 89.66 | 90.01 | 91.02 | 90.35 |
| 558 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.71 | 92.08 | 92.17 | 92.21 | 91.20 | 90.43 | 89.63 | 89.96 | 91.62 | 90.42 | 90.92 | 91.94 | 92.41 | 90.97 | 90.85 | 91.38 | 91.34 | 89.88 | 90.61 | 92.06 | 91.08 | 90.65 | 90.92 | 89.77 | 90.10 | 90.17 |
| 559 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.48 | 90.62 | 90.50 | 92.87 | 91.06 | 91.40 | 90.45 | 90.28 | 90.78 | 90.41 | 89.32 | 90.91 | 91.90 | 90.40 | 90.43 | 92.06 | 89.36 | 92.28 | 92.12 | 90.98 | 90.72 | 89.59 | 89.75 | 89.18 | 90.04 | 89.93 |
| 576 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.95 | 91.53 | 90.64 | 91.69 | 92.02 | 89.86 | 91.11 | 90.61 | 89.22 | 89.63 | 90.44 | 91.46 | 91.48 | 91.54 | 90.87 | 92.20 | 91.88 | 91.28 | 91.70 | 89.57 | 91.69 | 90.25 | 89.59 | 90.89 | 90.15 | 90.92 |
| 577 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.57 | 90.50 | 91.53 | 90.02 | 90.30 | 91.20 | 91.14 | 90.00 | 90.21 | 89.86 | 90.75 | 90.74 | 90.57 | 89.61 | 90.87 | 91.22 | 91.74 | 91.16 | 90.53 | 91.09 | 91.24 | 91.10 | 89.77 | 90.68 | 91.23 | 89.39 |
| 578 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.30 | 91.31 | 91.08 | 90.71 | 91.15 | 89.75 | 90.28 | 90.95 | 90.41 | 90.10 | 91.30 | 90.03 | 90.75 | 90.58 | 90.71 | 89.86 | 90.96 | 91.26 | 90.06 | 90.94 | 90.05 | 89.42 | 89.13 | 90.39 | 90.57 | 89.57 |
| 579 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.70 | 91.12 | 91.74 | 91.78 | 91.30 | 90.96 | 89.68 | 91.39 | 89.87 | 90.60 | 90.60 | 90.90 | 92.23 | 90.19 | 90.10 | 91.55 | 90.90 | 91.72 | 90.40 | 91.28 | 90.21 | 90.78 | 89.65 | 90.54 | 89.57 | 90.42 |
| 596 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.67 | 90.60 | 89.24 | 90.60 | 89.41 | 89.87 | 89.85 | 90.75 | 91.15 | 89.70 | 90.25 | 91.20 | 90.19 | 89.63 | 90.06 | 91.62 | 90.36 | 89.75 | 90.22 | 91.37 | 89.80 | 90.05 | 90.33 | 90.59 | 89.72 | 89.34 |
| 597 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.16 | 90.97 | 90.39 | 92.00 | 89.89 | 91.65 | 89.81 | 90.33 | 90.26 | 90.95 | 91.01 | 91.81 | 91.23 | 90.40 | 92.14 | 91.47 | 91.66 | 90.93 | 91.31 | 90.66 | 91.01 | 90.84 | 90.55 | 89.66 | 91.83 | 90.12 |
| 598 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.92 | 89.65 | 90.33 | 89.40 | 90.92 | 89.06 | 90.30 | 90.77 | 90.47 | 91.20 | 90.33 | 90.51 | 91.65 | 90.81 | 90.48 | 91.87 | 91.43 | 90.91 | 90.17 | 91.88 | 89.60 | 90.07 | 90.53 | 90.75 | 89.57 | 88.56 |
| 599 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.24 | 91.29 | 90.44 | 91.20 | 90.80 | 90.27 | 91.23 | 90.70 | 90.49 | 90.87 | 91.88 | 92.11 | 89.95 | 90.07 | 91.28 | 90.69 | 90.85 | 90.75 | 90.23 | 91.62 | 90.18 | 91.70 | 89.51 | 90.66 | 90.49 | 88.84 |
| 616 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.45 | 91.28 | 91.18 | 90.63 | 90.42 | 90.32 | 91.74 | 90.22 | 90.45 | 90.52 | 90.78 | 90.64 | 90.97 | 90.08 | 89.54 | 91.66 | 91.60 | 91.69 | 91.41 | 91.17 | 89.04 | 89.82 | 89.91 | 90.71 | 90.72 | 89.72 |
| 617 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.48 | 91.19 | 90.08 | 91.12 | 91.79 | 91.09 | 91.31 | 89.20 | 91.21 | 90.85 | 90.44 | 91.79 | 91.55 | 89.76 | 90.56 | 91.38 | 91.91 | 91.81 | 91.10 | 91.65 | 90.69 | 90.18 | 90.65 | 88.80 | 89.52 | 89.17 |
| 618 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.60 | 91.69 | 90.15 | 90.60 | 90.77 | 89.61 | 91.16 | 90.47 | 90.49 | 90.16 | 90.37 | 90.86 | 91.19 | 90.69 | 89.28 | 91.63 | 92.23 | 91.82 | 91.10 | 92.32 | 90.75 | 89.06 | 90.38 | 89.17 | 90.02 | 89.17 |
| 619 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.89 | 90.08 | 91.18 | 91.57 | 89.94 | 89.73 | 90.54 | 90.31 | 90.12 | 90.08 | 90.08 | 90.11 | 90.81 | 91.05 | 92.17 | 91.94 | 91.83 | 91.51 | 91.69 | 91.53 | 90.15 | 90.78 | 90.58 | 90.45 | 90.52 | 89.61 |
| 636 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.08 | 91.83 | 90.89 | 92.23 | 91.09 | 89.61 | 90.98 | 90.16 | 89.95 | 90.70 | 90.45 | 91.18 | 91.02 | 90.77 | 90.68 | 90.69 | 91.36 | 91.77 | 90.85 | 90.68 | 90.24 | 89.59 | 88.27 | 88.88 | 90.17 | 89.92 |
| 637 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.15 | 91.73 | 89.60 | 92.12 | 91.56 | 90.36 | 90.96 | 90.03 | 90.91 | 90.46 | 90.99 | 91.61 | 91.38 | 91.56 | 91.31 | 91.22 | 90.97 | 90.64 | 91.45 | 90.78 | 90.19 | 89.72 | 90.05 | 89.58 | 89.34 | 90.06 |
| 638 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.73 | 91.68 | 90.32 | 90.66 | 91.62 | 91.43 | 89.78 | 91.51 | 90.66 | 90.35 | 90.70 | 91.29 | 91.52 | 90.67 | 90.80 | 91.76 | 91.89 | 91.83 | 91.81 | 90.11 | 91.00 | 90.94 | 90.01 | 90.76 | 91.14 | 90.84 |
| 639 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.24 | 90.84 | 90.40 | 91.13 | 91.27 | 92.25 | 90.78 | 90.94 | 91.54 | 90.71 | 91.04 | 92.05 | 91.51 | 89.95 | 91.22 | 92.32 | 92.12 | 89.35 | 91.63 | 91.76 | 90.10 | 91.31 | 90.76 | 89.94 | 90.28 | 90.18 |
| 656 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.55 | 90.68 | 90.44 | 90.32 | 90.66 | 90.24 | 91.10 | 89.79 | 90.69 | 90.50 | 91.20 | 91.54 | 91.68 | 90.20 | 91.12 | 90.62 | 90.92 | 91.91 | 90.45 | 90.99 | 90.86 | 91.00 | 90.06 | 89.77 | 90.77 | 89.74 |
| 657 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.36 | 91.46 | 91.24 | 91.51 | 91.77 | 90.31 | 90.67 | 90.32 | 90.39 | 90.04 | 90.87 | 90.70 | 90.46 | 89.70 | 90.62 | 90.70 | 90.78 | 90.57 | 91.09 | 90.52 | 90.68 | 91.21 | 89.38 | 90.86 | 89.47 | 90.34 |
| 658 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.27 | 91.46 | 90.58 | 91.30 | 90.45 | 91.12 | 91.12 | 91.22 | 89.87 | 90.39 | 91.48 | 90.83 | 91.43 | 89.95 | 91.09 | 92.56 | 91.30 | 90.06 | 90.23 | 90.78 | 89.79 | 90.40 | 91.09 | 90.73 | 90.37 | 91.89 |
| 659 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.64 | 90.99 | 91.62 | 90.23 | 89.90 | 91.12 | 90.50 | 91.19 | 89.78 | 90.09 | 90.81 | 91.43 | 91.01 | 90.54 | 91.12 | 91.27 | 91.28 | 91.37 | 90.82 | 91.40 | 90.24 | 91.61 | 90.00 | 89.12 | 90.49 | 90.54 |
| 676 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.05 | 89.86 | 90.50 | 91.01 | 91.40 | 90.89 | 90.68 | 90.21 | 91.55 | 91.80 | 90.78 | 90.69 | 92.45 | 90.49 | 90.19 | 90.96 | 92.21 | 92.13 | 91.27 | 91.83 | 90.82 | 90.48 | 90.03 | 89.36 | 90.12 | 90.05 |
| 677 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.26 | 90.84 | 90.40 | 90.96 | 91.75 | 90.73 | 90.53 | 90.55 | 90.69 | 90.79 | 90.84 | 90.52 | 91.73 | 89.67 | 89.52 | 90.56 | 91.00 | 92.79 | 92.04 | 92.03 | 89.87 | 89.55 | 90.84 | 90.53 | 91.13 | 88.61 |
| 678 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.23 | 91.05 | 91.10 | 91.33 | 91.59 | 90.89 | 90.55 | 90.21 | 89.89 | 90.67 | 91.22 | 89.95 | 91.32 | 90.63 | 90.15 | 90.20 | 92.35 | 90.27 | 91.25 | 91.31 | 89.91 | 88.71 | 90.63 | 89.36 | 89.94 | 89.52 |
| 679 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.78 | 91.59 | 89.97 | 91.30 | 91.08 | 90.25 | 91.99 | 91.87 | 89.91 | 91.46 | 91.32 | 91.38 | 90.98 | 90.49 | 91.32 | 90.68 | 90.33 | 90.65 | 91.46 | 91.19 | 90.59 | 89.34 | 90.19 | 89.17 | 89.41 | 90.56 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.97 | 94.21 | 94.57 | 94.17 | 94.51 | 95.33 | 93.93 | 94.54 | 94.51 | 94.73 | 93.51 | 93.80 | 95.13 | 94.19 | 93.89 | 94.89 | 95.67 | 94.41 | 93.88 | 94.61 | 94.92 | 94.63 | 94.51 | 94.69 | 94.88 | 94.05 |
| 17 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 94.58 | 93.93 | 93.77 | 93.15 | 94.01 | 93.76 | 92.63 | 94.54 | 93.15 | 93.70 | 94.41 | 94.07 | 94.44 | 94.89 | 94.01 | 94.84 | 94.16 | 94.99 | 94.84 | 93.93 | 94.59 | 94.46 | 94.66 | 94.68 | 94.37 | 94.18 |
| 18 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 94.87 | 94.12 | 93.50 | 94.04 | 93.27 | 94.55 | 93.64 | 49.17 | 93.22 | 95.41 | 90.30 | 94.24 | 94.42 | 94.98 | 94.31 | 96.36 | 95.94 | 93.84 | 93.91 | 93.63 | 49.17 | 93.70 | 94.28 | 94.68 | 93.90 | 94.60 |
| 19 | 372 | 48 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.88 | 93.15 | 94.75 | 93.40 | 93.86 | 93.99 | 94.72 | 94.77 | 94.09 | 95.64 | 94.26 | 93.60 | 94.69 | 95.05 | 95.04 | 94.38 | 94.85 | 95.07 | 94.41 | 95.13 | 93.65 | 49.17 | 95.61 | 93.79 | 92.94 | 94.80 |
| 36 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.33 | 94.28 | 94.89 | 94.02 | 94.10 | 94.60 | 94.41 | 95.61 | 94.82 | 94.29 | 95.52 | 94.39 | 94.67 | 95.19 | 94.53 | 94.64 | 94.21 | 94.31 | 93.50 | 94.79 | 95.13 | 94.12 | 95.03 | 95.46 | 95.56 | 95.10 |
| 37 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 94.54 | 93.62 | 94.69 | 93.67 | 49.17 | 94.10 | 94.85 | 94.20 | 95.05 | 92.99 | 94.93 | 94.64 | 95.53 | 93.40 | 93.53 | 94.77 | 94.58 | 94.26 | 93.15 | 94.36 | 94.67 | 94.61 | 94.55 | 94.84 | 94.57 | 93.69 |
| 38 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 94.69 | 93.97 | 93.12 | 93.40 | 94.69 | 94.78 | 96.31 | 95.26 | 93.58 | 93.27 | 95.06 | 94.17 | 95.52 | 93.68 | 94.82 | 95.29 | 95.70 | 94.69 | 95.46 | 94.54 | 94.05 | 92.66 | 94.49 | 94.42 | 95.54 | 94.15 |
| 39 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.99 | 93.01 | 95.85 | 95.34 | 93.62 | 93.29 | 94.98 | 93.48 | 94.60 | 94.63 | 94.23 | 93.56 | 94.10 | 94.06 | 94.06 | 94.88 | 94.84 | 94.54 | 93.34 | 93.05 | 94.87 | 94.28 | 95.24 | 94.05 | 95.56 | 93.83 |
| 56 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 95.54 | 93.57 | 94.84 | 95.09 | 95.96 | 93.99 | 94.01 | 94.37 | 93.99 | 93.75 | 94.06 | 94.11 | 95.15 | 94.45 | 94.33 | 95.55 | 94.82 | 94.27 | 93.74 | 94.52 | 94.73 | 94.54 | 95.17 | 94.12 | 95.37 | 94.38 |
| 57 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 95.55 | 94.62 | 95.80 | 94.35 | 94.61 | 49.17 | 94.95 | 94.17 | 94.51 | 94.40 | 93.05 | 94.12 | 93.59 | 94.51 | 94.12 | 94.61 | 95.15 | 95.86 | 94.40 | 93.82 | 93.61 | 93.14 | 94.29 | 95.03 | 93.84 | 94.21 |
| 58 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 95.41 | 94.18 | 93.35 | 94.29 | 93.64 | 94.32 | 94.36 | 95.11 | 94.37 | 93.84 | 94.88 | 93.28 | 93.22 | 49.17 | 49.17 | 94.85 | 93.88 | 94.75 | 94.11 | 95.35 | 94.88 | 95.19 | 93.20 | 94.66 | 94.77 | 94.37 |
| 59 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 95.23 | 95.07 | 94.30 | 93.56 | 94.95 | 94.70 | 95.60 | 94.49 | 94.13 | 94.67 | 94.44 | 94.09 | 95.48 | 94.29 | 94.04 | 95.12 | 94.69 | 94.21 | 93.33 | 92.83 | 94.82 | 93.47 | 94.27 | 94.41 | 94.41 | 95.06 |
| 76 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 94.41 | 94.01 | 95.70 | 94.69 | 93.41 | 94.30 | 93.91 | 94.60 | 94.36 | 94.43 | 94.60 | 94.07 | 94.12 | 95.77 | 94.91 | 94.63 | 94.98 | 94.87 | 93.46 | 93.46 | 95.16 | 93.72 | 94.33 | 93.94 | 94.43 | 95.57 |
| 77 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.58 | 49.17 | 95.55 | 92.77 | 93.52 | 94.63 | 94.00 | 95.31 | 93.61 | 93.50 | 94.03 | 93.93 | 94.83 | 93.86 | 94.12 | 93.96 | 95.16 | 93.90 | 95.20 | 94.18 | 95.39 | 95.92 | 94.38 | 94.74 | 95.57 | 95.72 |
| 78 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 94.36 | 95.34 | 93.97 | 92.78 | 93.24 | 93.88 | 93.54 | 93.55 | 92.60 | 93.91 | 94.62 | 94.17 | 94.76 | 94.07 | 93.51 | 93.24 | 94.28 | 94.19 | 94.84 | 94.36 | 94.65 | 93.81 | 94.93 | 94.80 | 93.92 | 93.60 |
| 79 | 372 | 48 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 95.23 | 93.67 | 94.34 | 92.51 | 93.70 | 93.97 | 93.14 | 93.68 | 94.34 | 93.72 | 93.14 | 94.62 | 94.59 | 93.63 | 94.71 | 93.07 | 93.79 | 93.96 | 93.51 | 95.50 | 94.26 | 94.17 | 94.26 | 94.33 | 95.43 | 93.46 |
| 96 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 95.58 | 94.74 | 95.47 | 94.84 | 94.50 | 92.28 | 94.20 | 93.64 | 94.47 | 95.45 | 94.97 | 94.74 | 94.08 | 94.50 | 94.03 | 93.41 | 96.57 | 95.58 | 93.64 | 93.87 | 95.11 | 93.89 | 95.78 | 94.19 | 93.94 | 94.86 |
| 97 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.67 | 95.37 | 95.16 | 94.62 | 94.94 | 94.65 | 94.51 | 93.24 | 93.41 | 93.98 | 94.43 | 93.40 | 94.53 | 93.73 | 93.39 | 95.37 | 95.12 | 94.06 | 93.41 | 94.61 | 94.31 | 95.25 | 94.39 | 94.51 | 94.47 | 94.59 |
| 98 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 94.00 | 95.22 | 95.32 | 94.14 | 94.79 | 94.44 | 94.89 | 94.14 | 94.33 | 94.72 | 94.09 | 94.76 | 95.73 | 94.35 | 94.39 | 94.72 | 93.83 | 94.91 | 93.77 | 94.24 | 94.52 | 95.03 | 94.53 | 95.27 | 94.20 | 95.20 |
| 99 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 95.04 | 95.70 | 95.30 | 93.93 | 95.01 | 92.58 | 93.55 | 94.35 | 94.42 | 94.11 | 95.26 | 94.16 | 93.77 | 94.82 | 94.32 | 93.89 | 95.20 | 94.35 | 94.64 | 93.63 | 95.32 | 94.76 | 95.02 | 94.74 | 93.38 | 94.00 |
| 116 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 95.84 | 94.86 | 93.11 | 94.83 | 93.44 | 93.00 | 93.42 | 94.09 | 93.45 | 93.92 | 95.29 | 93.95 | 95.07 | 94.70 | 94.77 | 93.31 | 95.23 | 94.80 | 93.49 | 94.13 | 95.16 | 93.03 | 92.72 | 95.53 | 94.64 | 93.84 |
| 117 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.49 | 95.75 | 94.42 | 94.58 | 94.58 | 94.97 | 94.31 | 93.80 | 94.22 | 94.14 | 93.94 | 93.90 | 94.17 | 92.94 | 93.07 | 93.93 | 93.90 | 93.56 | 94.27 | 94.40 | 96.33 | 93.24 | 94.34 | 94.57 | 94.83 | 94.25 |
| 118 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 95.68 | 94.64 | 93.63 | 94.60 | 94.32 | 94.52 | 94.14 | 93.94 | 94.06 | 94.74 | 93.94 | 94.21 | 94.88 | 93.76 | 93.47 | 94.39 | 93.88 | 93.18 | 93.14 | 94.33 | 94.53 | 94.38 | 94.84 | 94.08 | 93.46 | 94.60 |
| 119 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.77 | 94.52 | 94.52 | 93.32 | 94.81 | 93.67 | 94.84 | 93.72 | 94.60 | 94.33 | 93.63 | 92.89 | 94.12 | 92.30 | 93.10 | 95.29 | 93.84 | 95.13 | 94.83 | 93.80 | 95.48 | 93.52 | 95.31 | 94.59 | 93.96 | 94.48 |
| 136 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 94.83 | 94.82 | 94.35 | 93.51 | 94.27 | 94.09 | 93.66 | 94.60 | 95.61 | 94.37 | 94.21 | 95.29 | 94.77 | 94.48 | 94.03 | 95.41 | 94.81 | 93.24 | 94.46 | 93.65 | 94.82 | 94.59 | 94.25 | 94.20 | 94.66 | 94.65 |
| 137 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.37 | 94.70 | 95.12 | 95.52 | 95.61 | 95.27 | 94.51 | 94.58 | 94.14 | 94.91 | 94.95 | 94.56 | 94.04 | 94.22 | 94.08 | 94.50 | 94.47 | 95.01 | 95.00 | 94.39 | 95.49 | 94.77 | 94.75 | 94.55 | 93.55 | 94.35 |
| 138 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.01 | 94.47 | 94.17 | 93.66 | 94.28 | 93.40 | 95.16 | 49.17 | 93.81 | 93.71 | 93.07 | 95.10 | 94.92 | 93.38 | 94.62 | 94.15 | 93.40 | 95.00 | 93.98 | 95.14 | 95.24 | 93.97 | 94.88 | 94.27 | 95.48 | 93.80 |
| 139 | 372 | 48 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.09 | 93.67 | 93.90 | 93.84 | 93.48 | 94.00 | 93.82 | 93.77 | 93.32 | 93.23 | 93.84 | 93.86 | 94.77 | 93.81 | 93.67 | 94.79 | 94.73 | 94.56 | 93.34 | 94.49 | 95.39 | 95.98 | 94.85 | 95.58 | 94.93 | 94.01 |
| 156 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 95.69 | 95.63 | 95.57 | 95.18 | 93.75 | 93.52 | 93.77 | 94.37 | 93.95 | 94.66 | 94.96 | 93.73 | 95.16 | 94.65 | 93.92 | 93.60 | 94.01 | 95.73 | 93.16 | 94.67 | 95.18 | 95.81 | 94.07 | 94.94 | 94.65 | 95.05 |
| 157 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.65 | 94.10 | 96.30 | 94.63 | 94.28 | 94.06 | 93.55 | 92.59 | 94.75 | 94.42 | 94.15 | 93.59 | 94.43 | 94.62 | 94.52 | 95.11 | 95.34 | 94.27 | 93.55 | 93.84 | 95.25 | 94.40 | 95.33 | 95.00 | 95.26 | 93.75 |
| 158 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.13 | 95.27 | 94.06 | 94.04 | 95.13 | 92.82 | 93.65 | 94.36 | 94.96 | 94.01 | 92.76 | 94.20 | 94.41 | 94.12 | 92.89 | 94.31 | 94.60 | 95.97 | 93.01 | 93.69 | 96.25 | 95.13 | 95.32 | 93.83 | 94.13 | 93.66 |
| 159 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.97 | 93.86 | 94.73 | 93.56 | 94.32 | 93.52 | 93.88 | 93.66 | 94.38 | 93.80 | 94.41 | 93.94 | 95.01 | 93.79 | 95.31 | 94.40 | 94.22 | 94.72 | 94.35 | 94.28 | 94.94 | 94.50 | 95.02 | 93.08 | 94.98 | 93.96 |
| 176 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 94.77 | 94.17 | 94.86 | 93.93 | 93.87 | 93.33 | 94.45 | 93.55 | 94.36 | 93.82 | 93.24 | 93.31 | 94.33 | 94.17 | 92.68 | 94.55 | 95.42 | 93.76 | 95.14 | 95.38 | 94.75 | 94.47 | 95.05 | 93.99 | 94.46 | 93.72 |
| 177 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 95.63 | 94.19 | 94.83 | 94.49 | 94.15 | 93.95 | 94.76 | 93.77 | 94.47 | 93.23 | 94.83 | 93.77 | 93.64 | 93.08 | 93.20 | 95.04 | 94.31 | 93.32 | 94.25 | 93.70 | 94.83 | 94.94 | 94.12 | 92.66 | 93.52 | 94.79 |
| 178 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.23 | 93.83 | 92.51 | 94.06 | 95.65 | 94.29 | 94.08 | 93.76 | 93.46 | 94.53 | 93.88 | 94.72 | 93.67 | 94.22 | 94.25 | 95.02 | 94.61 | 94.94 | 94.40 | 93.62 | 94.08 | 93.13 | 94.71 | 95.81 | 95.60 | 92.45 |
| 179 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.27 | 93.57 | 95.06 | 93.84 | 94.13 | 93.08 | 94.92 | 94.45 | 94.42 | 93.88 | 94.26 | 93.96 | 93.41 | 93.79 | 94.57 | 93.48 | 94.26 | 93.90 | 94.45 | 92.05 | 94.41 | 94.33 | 94.56 | 93.98 | 95.25 | 93.97 |
| 196 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 94.34 | 94.08 | 95.25 | 94.19 | 94.98 | 94.00 | 94.61 | 93.83 | 94.58 | 93.82 | 93.10 | 94.71 | 94.61 | 94.21 | 92.16 | 95.10 | 96.03 | 94.70 | 94.01 | 93.81 | 95.61 | 95.37 | 94.65 | 94.85 | 94.23 | 94.90 |
| 197 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 95.24 | 94.41 | 94.83 | 94.59 | 94.59 | 92.66 | 94.86 | 95.00 | 95.23 | 95.07 | 93.71 | 94.77 | 95.00 | 94.94 | 93.32 | 94.87 | 93.36 | 93.23 | 93.24 | 94.77 | 94.50 | 94.13 | 95.19 | 94.60 | 94.32 | 93.67 |
| 198 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.23 | 94.51 | 95.05 | 93.95 | 94.45 | 94.76 | 94.99 | 95.08 | 94.14 | 93.61 | 94.95 | 95.27 | 95.73 | 94.23 | 94.78 | 95.10 | 93.96 | 95.65 | 94.78 | 94.34 | 95.81 | 94.63 | 94.77 | 94.39 | 94.29 | 93.70 |
| 199 | 372 | 48 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.20 | 93.98 | 94.07 | 94.99 | 94.64 | 95.03 | 94.09 | 94.29 | 93.35 | 92.97 | 94.41 | 93.95 | 93.42 | 93.93 | 94.01 | 93.54 | 94.56 | 93.89 | 94.88 | 94.14 | 94.78 | 94.45 | 95.18 | 94.19 | 94.38 | 94.61 |
| 216 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 95.43 | 95.02 | 95.14 | 94.23 | 94.38 | 93.76 | 93.69 | 95.15 | 94.03 | 94.59 | 93.87 | 95.23 | 95.65 | 94.74 | 94.63 | 95.18 | 93.85 | 94.34 | 95.69 | 94.00 | 95.04 | 94.52 | 94.76 | 94.28 | 94.55 | 94.33 |
| 217 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 95.25 | 94.36 | 94.85 | 93.56 | 94.81 | 93.97 | 93.59 | 93.01 | 92.48 | 93.29 | 94.86 | 93.88 | 95.47 | 94.54 | 94.17 | 93.25 | 93.72 | 94.98 | 93.43 | 94.90 | 95.02 | 95.73 | 94.27 | 93.38 | 94.32 | 94.19 |
| 218 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 95.17 | 95.21 | 94.68 | 93.83 | 94.38 | 92.86 | 94.42 | 94.47 | 92.93 | 94.61 | 93.96 | 95.20 | 95.32 | 94.72 | 92.35 | 95.29 | 94.80 | 94.85 | 93.67 | 94.58 | 94.29 | 94.11 | 94.69 | 93.67 | 94.60 | 94.54 |
| 219 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 95.72 | 94.33 | 94.82 | 94.09 | 94.51 | 93.53 | 95.28 | 93.52 | 93.62 | 95.13 | 94.05 | 94.84 | 94.37 | 94.22 | 94.07 | 94.74 | 93.99 | 94.48 | 93.20 | 95.20 | 94.24 | 93.63 | 94.62 | 94.34 | 93.69 | 93.48 |
| 236 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 94.06 | 95.05 | 95.14 | 94.15 | 94.92 | 93.00 | 95.46 | 94.78 | 93.97 | 93.96 | 94.82 | 93.51 | 94.70 | 95.50 | 92.98 | 95.23 | 94.51 | 94.24 | 93.92 | 94.60 | 94.96 | 95.18 | 94.05 | 93.15 | 95.34 | 94.63 |
| 237 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.39 | 94.68 | 95.57 | 94.56 | 94.68 | 92.91 | 95.17 | 94.61 | 94.82 | 94.65 | 93.95 | 94.59 | 94.99 | 95.33 | 93.60 | 95.55 | 94.77 | 93.89 | 94.54 | 94.14 | 95.31 | 94.13 | 95.24 | 94.59 | 94.90 | 94.60 |
| 238 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 95.23 | 94.32 | 95.40 | 94.87 | 94.37 | 93.85 | 95.80 | 93.77 | 94.99 | 93.27 | 93.62 | 94.12 | 94.19 | 93.91 | 93.85 | 95.58 | 94.80 | 94.75 | 93.46 | 93.15 | 95.33 | 94.45 | 94.52 | 95.04 | 94.57 | 92.65 |
| 239 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.60 | 93.72 | 95.48 | 93.76 | 95.25 | 93.34 | 94.74 | 95.31 | 94.71 | 95.23 | 94.30 | 93.32 | 95.73 | 93.86 | 92.39 | 93.92 | 95.75 | 94.30 | 93.54 | 94.31 | 95.63 | 94.10 | 94.03 | 94.50 | 94.60 | 94.55 |
| 256 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.89 | 94.35 | 94.37 | 93.76 | 93.24 | 95.06 | 93.55 | 94.45 | 93.66 | 93.61 | 95.12 | 95.26 | 93.88 | 95.15 | 94.37 | 95.04 | 95.16 | 94.55 | 94.26 | 93.98 | 94.01 | 94.36 | 95.57 | 94.46 | 95.79 | 94.38 |
| 257 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 95.21 | 94.12 | 94.92 | 94.91 | 94.19 | 94.03 | 94.62 | 94.33 | 94.67 | 93.59 | 94.85 | 95.41 | 94.36 | 94.30 | 93.82 | 93.73 | 92.96 | 93.76 | 93.52 | 92.60 | 94.23 | 93.85 | 94.38 | 94.07 | 95.24 | 95.32 |
| 258 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 94.94 | 95.40 | 93.50 | 93.81 | 94.69 | 94.39 | 94.06 | 95.11 | 95.01 | 95.12 | 94.67 | 93.89 | 93.67 | 94.15 | 93.32 | 95.10 | 93.69 | 94.29 | 95.30 | 93.84 | 94.85 | 94.72 | 95.21 | 94.76 | 94.23 | 94.17 |
| 259 | 372 | 48 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.04 | 94.89 | 95.31 | 94.89 | 96.01 | 93.62 | 94.17 | 93.94 | 94.94 | 94.87 | 94.94 | 94.95 | 94.37 | 94.42 | 93.73 | 94.81 | 94.85 | 95.12 | 94.89 | 94.51 | 94.94 | 94.30 | 95.02 | 94.76 | 94.25 | 93.97 |
| 276 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 49.17 | 94.48 | 94.28 | 93.79 | 93.20 | 95.17 | 93.86 | 94.78 | 94.73 | 93.60 | 94.10 | 93.71 | 93.96 | 93.15 | 92.88 | 94.84 | 95.36 | 92.43 | 93.04 | 93.24 | 94.63 | 94.17 | 95.98 | 94.77 | 94.48 | 93.65 |
| 277 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 96.41 | 95.06 | 94.28 | 94.56 | 95.61 | 92.39 | 93.86 | 94.75 | 92.87 | 94.36 | 93.95 | 95.53 | 94.97 | 94.61 | 94.80 | 94.12 | 94.35 | 94.63 | 94.76 | 94.22 | 95.43 | 95.82 | 94.31 | 93.52 | 94.89 | 94.22 |
| 278 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 94.39 | 94.01 | 94.74 | 93.76 | 94.33 | 94.32 | 94.36 | 95.23 | 95.72 | 94.46 | 94.81 | 94.09 | 95.57 | 94.45 | 93.78 | 95.04 | 95.24 | 95.17 | 94.18 | 93.28 | 95.16 | 95.17 | 94.55 | 94.77 | 94.64 | 95.53 |
| 279 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.17 | 94.05 | 95.25 | 95.19 | 95.05 | 93.09 | 93.32 | 93.26 | 94.77 | 94.73 | 95.24 | 94.87 | 95.13 | 95.39 | 95.04 | 94.29 | 96.04 | 94.83 | 94.06 | 94.46 | 94.23 | 94.83 | 94.90 | 94.12 | 95.40 | 93.79 |
| 296 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 94.89 | 93.70 | 95.12 | 95.01 | 94.99 | 93.97 | 95.17 | 94.82 | 94.61 | 94.14 | 94.77 | 93.81 | 95.43 | 95.56 | 93.90 | 93.36 | 95.76 | 93.93 | 92.61 | 93.47 | 94.98 | 94.55 | 95.13 | 94.42 | 94.40 | 93.58 |
| 297 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.75 | 94.55 | 95.26 | 94.35 | 94.13 | 92.64 | 94.61 | 94.29 | 94.77 | 93.39 | 93.15 | 94.25 | 94.86 | 94.63 | 93.95 | 94.51 | 93.94 | 93.65 | 93.56 | 94.24 | 94.50 | 94.65 | 95.55 | 93.45 | 94.35 | 94.52 |
| 298 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 94.62 | 94.97 | 95.30 | 93.32 | 95.24 | 93.63 | 94.95 | 92.99 | 94.35 | 94.15 | 95.09 | 93.63 | 93.23 | 95.08 | 93.76 | 94.63 | 95.01 | 93.21 | 94.34 | 93.37 | 95.66 | 95.42 | 94.48 | 94.80 | 95.64 | 93.70 |
| 299 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.41 | 94.55 | 95.94 | 94.07 | 93.72 | 94.55 | 93.47 | 94.76 | 94.38 | 94.49 | 94.18 | 94.04 | 93.73 | 93.93 | 93.65 | 95.15 | 93.85 | 93.73 | 92.35 | 93.70 | 94.77 | 95.07 | 94.42 | 95.05 | 95.53 | 94.66 |
| 316 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.22 | 93.84 | 93.97 | 93.95 | 93.21 | 93.57 | 93.69 | 94.18 | 93.57 | 93.43 | 96.07 | 94.67 | 94.23 | 94.11 | 94.55 | 95.08 | 93.17 | 92.62 | 94.71 | 94.34 | 95.04 | 93.67 | 95.21 | 94.31 | 94.69 | 94.30 |
| 317 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 94.13 | 95.00 | 94.01 | 93.96 | 94.88 | 94.76 | 93.49 | 94.50 | 94.30 | 95.82 | 93.49 | 95.22 | 93.61 | 94.78 | 94.08 | 94.45 | 95.40 | 93.64 | 93.49 | 94.60 | 95.15 | 94.68 | 94.73 | 94.45 | 95.18 | 94.47 |
| 318 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 95.24 | 94.17 | 94.28 | 94.02 | 95.01 | 94.19 | 93.90 | 93.65 | 93.77 | 92.18 | 95.18 | 94.88 | 93.52 | 93.98 | 93.04 | 93.41 | 93.00 | 92.86 | 93.46 | 94.19 | 94.63 | 94.24 | 95.23 | 94.30 | 93.63 | 94.62 |
| 319 | 372 | 48 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 94.04 | 94.87 | 95.20 | 94.11 | 94.38 | 93.61 | 93.90 | 93.90 | 94.23 | 93.91 | 93.65 | 94.60 | 95.38 | 94.36 | 94.99 | 93.88 | 94.99 | 94.69 | 94.93 | 92.63 | 95.84 | 94.41 | 94.82 | 95.91 | 95.82 | 94.61 |
| 336 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.63 | 94.51 | 93.05 | 93.96 | 93.84 | 94.56 | 94.30 | 92.93 | 94.59 | 94.61 | 93.80 | 94.62 | 95.64 | 95.35 | 94.22 | 93.87 | 94.94 | 93.50 | 94.05 | 94.04 | 94.59 | 94.81 | 93.24 | 94.54 | 95.71 | 94.11 |
| 337 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 94.21 | 93.90 | 95.86 | 94.26 | 94.12 | 93.19 | 93.85 | 94.15 | 94.21 | 94.04 | 93.68 | 93.85 | 94.60 | 94.33 | 93.96 | 94.48 | 95.06 | 94.56 | 93.47 | 94.76 | 95.50 | 95.41 | 94.50 | 95.14 | 94.57 | 94.52 |
| 338 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.26 | 95.48 | 96.09 | 92.83 | 94.36 | 93.03 | 94.12 | 95.12 | 94.88 | 94.91 | 94.36 | 93.34 | 94.85 | 93.76 | 94.41 | 93.52 | 93.63 | 93.82 | 94.15 | 94.72 | 95.25 | 94.30 | 94.71 | 95.04 | 96.05 | 92.84 |
| 339 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 94.72 | 94.91 | 96.05 | 94.73 | 95.19 | 94.37 | 94.17 | 92.69 | 94.96 | 93.99 | 94.84 | 95.33 | 94.36 | 93.99 | 94.48 | 93.90 | 94.81 | 94.29 | 95.43 | 94.75 | 94.47 | 93.93 | 94.15 | 93.62 | 95.04 | 95.21 |
| 356 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.37 | 94.53 | 95.04 | 94.16 | 94.20 | 94.02 | 94.08 | 93.97 | 93.24 | 94.43 | 93.84 | 94.02 | 94.33 | 94.73 | 92.87 | 94.13 | 95.13 | 94.14 | 94.93 | 93.64 | 94.21 | 94.91 | 95.28 | 94.42 | 94.48 | 94.75 |
| 357 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 95.55 | 94.89 | 95.05 | 93.77 | 93.18 | 93.47 | 94.47 | 94.54 | 94.51 | 94.89 | 94.17 | 94.60 | 95.30 | 94.12 | 93.65 | 93.17 | 94.84 | 93.89 | 94.66 | 93.57 | 95.78 | 94.80 | 94.10 | 94.91 | 94.16 | 93.30 |
| 358 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.82 | 94.45 | 95.21 | 94.61 | 94.23 | 92.49 | 93.94 | 94.16 | 93.89 | 94.08 | 94.35 | 93.34 | 94.76 | 93.92 | 93.20 | 94.86 | 94.45 | 93.38 | 94.12 | 93.41 | 94.21 | 95.34 | 94.98 | 93.30 | 95.67 | 93.43 |
| 359 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.81 | 94.36 | 94.22 | 93.55 | 95.31 | 93.43 | 93.98 | 95.55 | 95.76 | 93.58 | 93.69 | 94.85 | 93.85 | 94.78 | 93.89 | 94.88 | 93.89 | 94.34 | 94.08 | 94.04 | 95.00 | 94.68 | 95.45 | 93.91 | 94.59 | 93.33 |
| 376 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.88 | 93.16 | 93.67 | 92.62 | 93.22 | 92.33 | 92.97 | 92.93 | 93.43 | 93.19 | 92.70 | 92.31 | 93.15 | 93.36 | 93.34 | 93.27 | 93.19 | 93.38 | 93.42 | 92.78 | 93.13 | 94.44 | 94.53 | 92.56 | 93.32 | 91.76 |
| 377 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 94.06 | 93.03 | 93.30 | 92.86 | 93.31 | 92.88 | 92.83 | 92.86 | 91.59 | 93.92 | 92.54 | 91.47 | 92.51 | 93.39 | 92.33 | 92.96 | 93.40 | 92.47 | 92.81 | 92.50 | 93.42 | 93.61 | 95.56 | 91.67 | 93.46 | 92.30 |
| 378 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.76 | 93.27 | 92.86 | 93.09 | 92.70 | 94.10 | 91.45 | 91.13 | 92.31 | 91.78 | 93.68 | 92.65 | 92.64 | 92.39 | 93.03 | 93.95 | 92.86 | 93.62 | 93.42 | 92.85 | 93.75 | 92.80 | 91.64 | 92.11 | 93.76 | 91.69 |
| 379 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.87 | 94.33 | 91.34 | 92.61 | 93.86 | 92.95 | 92.20 | 92.89 | 92.28 | 92.73 | 93.85 | 93.11 | 91.42 | 92.42 | 91.80 | 92.19 | 93.25 | 92.50 | 93.27 | 93.92 | 93.56 | 92.54 | 93.29 | 93.30 | 92.06 | 89.74 |
| 396 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.22 | 92.26 | 92.50 | 93.24 | 92.97 | 93.16 | 91.90 | 90.87 | 91.27 | 92.65 | 90.73 | 91.53 | 92.04 | 94.14 | 93.65 | 93.23 | 92.58 | 93.87 | 93.62 | 91.58 | 92.47 | 93.89 | 92.93 | 91.12 | 91.56 | 92.03 |
| 397 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.87 | 93.32 | 92.63 | 92.88 | 93.70 | 92.33 | 92.58 | 92.28 | 92.50 | 93.52 | 91.78 | 91.38 | 92.42 | 92.96 | 92.28 | 93.27 | 92.17 | 93.05 | 92.52 | 92.71 | 95.09 | 93.37 | 94.68 | 91.69 | 92.21 | 91.33 |
| 398 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.67 | 93.55 | 91.61 | 93.15 | 93.36 | 92.54 | 92.39 | 92.04 | 90.89 | 92.46 | 93.66 | 91.48 | 92.68 | 92.75 | 91.83 | 93.47 | 92.62 | 92.36 | 94.05 | 93.37 | 92.71 | 92.42 | 91.83 | 92.60 | 92.79 | 89.94 |
| 399 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.12 | 92.66 | 94.36 | 93.23 | 93.44 | 91.95 | 93.35 | 92.16 | 93.10 | 93.39 | 93.76 | 93.82 | 92.62 | 92.80 | 93.10 | 92.14 | 93.48 | 94.15 | 92.49 | 93.53 | 93.89 | 93.16 | 90.82 | 93.22 | 92.94 | 92.53 |
| 416 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.71 | 92.79 | 93.85 | 93.45 | 93.01 | 93.41 | 93.25 | 92.63 | 93.10 | 93.05 | 92.78 | 92.36 | 90.83 | 92.96 | 92.00 | 93.90 | 93.10 | 93.41 | 91.97 | 93.70 | 94.36 | 94.81 | 92.75 | 92.27 | 93.52 | 91.84 |
| 417 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.87 | 93.40 | 94.74 | 93.57 | 93.59 | 92.89 | 92.48 | 93.85 | 92.34 | 92.19 | 94.21 | 91.23 | 91.74 | 93.64 | 92.39 | 92.71 | 92.42 | 94.10 | 93.32 | 92.62 | 93.46 | 93.42 | 94.44 | 93.22 | 93.88 | 93.06 |
| 418 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.57 | 93.99 | 93.83 | 93.67 | 93.87 | 93.14 | 92.56 | 91.90 | 92.92 | 93.21 | 93.64 | 92.02 | 91.88 | 93.55 | 92.20 | 93.27 | 92.21 | 93.72 | 94.26 | 92.35 | 94.16 | 94.77 | 92.23 | 90.52 | 92.52 | 91.09 |
| 419 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.71 | 92.78 | 94.50 | 92.04 | 92.96 | 91.80 | 92.90 | 93.19 | 93.09 | 93.21 | 93.56 | 92.38 | 92.70 | 93.47 | 92.88 | 93.92 | 92.75 | 94.57 | 92.13 | 93.83 | 92.98 | 94.62 | 91.77 | 93.19 | 93.27 | 93.49 |
| 436 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.34 | 92.04 | 92.48 | 92.99 | 93.43 | 93.38 | 92.89 | 91.90 | 92.11 | 93.23 | 92.46 | 93.23 | 93.54 | 92.79 | 92.48 | 92.74 | 93.79 | 93.73 | 93.19 | 92.15 | 93.24 | 92.94 | 93.41 | 92.79 | 91.18 | 92.32 |
| 437 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.18 | 93.65 | 92.93 | 93.82 | 93.79 | 91.92 | 92.82 | 93.78 | 92.28 | 92.23 | 92.72 | 93.42 | 91.06 | 93.34 | 91.12 | 92.28 | 91.67 | 92.87 | 92.48 | 92.61 | 94.68 | 93.87 | 93.49 | 91.22 | 91.69 | 92.44 |
| 438 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.72 | 94.31 | 94.34 | 92.00 | 93.13 | 92.80 | 92.83 | 93.20 | 92.10 | 93.18 | 92.78 | 92.08 | 92.30 | 92.31 | 91.64 | 92.85 | 92.66 | 93.51 | 92.77 | 93.57 | 93.36 | 93.58 | 93.84 | 92.15 | 93.13 | 92.03 |
| 439 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.16 | 94.04 | 93.30 | 92.89 | 92.04 | 92.39 | 92.39 | 92.27 | 91.47 | 92.30 | 92.57 | 92.04 | 92.24 | 93.63 | 91.61 | 93.07 | 92.80 | 92.40 | 92.85 | 93.42 | 92.50 | 92.89 | 93.83 | 92.32 | 93.23 | 92.61 |
| 456 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.24 | 93.91 | 93.19 | 91.95 | 92.61 | 92.90 | 91.78 | 92.23 | 92.31 | 93.37 | 93.04 | 93.13 | 92.24 | 93.26 | 92.24 | 94.03 | 92.72 | 93.10 | 93.19 | 93.19 | 92.77 | 93.76 | 93.44 | 91.89 | 93.33 | 91.50 |
| 457 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.07 | 93.08 | 93.35 | 92.77 | 92.55 | 92.41 | 93.32 | 92.63 | 91.60 | 92.58 | 94.10 | 91.80 | 92.92 | 93.46 | 92.44 | 92.92 | 93.24 | 94.44 | 92.93 | 92.87 | 92.93 | 93.55 | 94.56 | 93.03 | 92.81 | 92.91 |
| 458 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.66 | 93.47 | 93.43 | 92.41 | 92.08 | 92.05 | 92.07 | 92.73 | 91.74 | 91.05 | 93.10 | 92.95 | 92.38 | 93.54 | 91.63 | 92.73 | 92.45 | 92.15 | 93.16 | 91.80 | 92.07 | 93.70 | 92.82 | 92.52 | 92.92 | 93.05 |
| 459 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.86 | 93.48 | 92.90 | 93.14 | 93.91 | 92.78 | 92.56 | 93.74 | 92.49 | 92.56 | 91.86 | 92.99 | 92.37 | 93.51 | 92.84 | 93.37 | 93.76 | 93.28 | 93.35 | 93.08 | 93.71 | 92.88 | 92.64 | 91.74 | 91.90 | 91.73 |
| 476 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 94.59 | 94.05 | 93.71 | 93.51 | 93.29 | 92.91 | 92.07 | 93.25 | 93.00 | 92.31 | 93.51 | 93.33 | 92.62 | 93.27 | 92.69 | 92.22 | 92.93 | 92.62 | 93.48 | 92.05 | 93.91 | 93.62 | 93.58 | 92.13 | 92.72 | 92.26 |
| 477 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.56 | 93.23 | 93.06 | 91.48 | 93.45 | 93.52 | 92.75 | 93.79 | 93.35 | 93.02 | 92.76 | 92.34 | 91.99 | 93.55 | 91.19 | 93.20 | 92.75 | 92.86 | 93.57 | 93.71 | 92.84 | 93.17 | 94.15 | 90.54 | 93.60 | 91.58 |
| 478 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.52 | 93.44 | 94.35 | 91.48 | 93.51 | 92.45 | 93.00 | 93.08 | 93.22 | 93.73 | 92.88 | 93.47 | 92.14 | 94.06 | 92.78 | 93.26 | 93.13 | 92.48 | 93.42 | 93.99 | 93.20 | 93.56 | 93.05 | 92.67 | 93.41 | 92.03 |
| 479 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.06 | 94.06 | 93.18 | 92.62 | 93.23 | 93.08 | 91.67 | 92.84 | 92.40 | 91.30 | 92.70 | 92.22 | 91.60 | 93.98 | 92.77 | 92.34 | 92.70 | 93.61 | 94.12 | 92.28 | 93.66 | 93.14 | 94.14 | 92.44 | 95.13 | 91.72 |
| 496 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.48 | 93.25 | 91.01 | 93.62 | 93.12 | 92.53 | 93.08 | 91.93 | 93.18 | 92.54 | 91.84 | 92.57 | 92.98 | 93.15 | 92.57 | 92.47 | 93.36 | 93.48 | 91.94 | 93.93 | 92.97 | 92.34 | 91.65 | 91.58 | 91.58 | 91.73 |
| 497 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.20 | 92.46 | 92.61 | 92.82 | 93.42 | 91.79 | 92.71 | 92.49 | 91.62 | 91.87 | 93.09 | 92.03 | 92.60 | 93.49 | 92.70 | 94.42 | 92.56 | 92.59 | 93.19 | 92.61 | 93.78 | 94.09 | 93.19 | 92.41 | 92.42 | 92.34 |
| 498 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.81 | 92.88 | 92.63 | 91.81 | 92.51 | 93.20 | 90.97 | 91.92 | 90.86 | 91.83 | 92.96 | 93.71 | 93.21 | 92.71 | 93.43 | 92.06 | 92.65 | 91.45 | 93.10 | 92.22 | 93.16 | 92.05 | 92.55 | 94.07 | 93.21 | 91.81 |
| 499 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.70 | 93.28 | 92.54 | 92.35 | 93.27 | 92.11 | 93.23 | 91.32 | 92.20 | 92.21 | 92.90 | 92.10 | 93.11 | 94.07 | 91.97 | 93.41 | 94.31 | 93.89 | 92.78 | 93.36 | 92.09 | 91.71 | 90.77 | 93.52 | 91.59 | 90.22 |
| 516 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.91 | 92.95 | 93.84 | 93.75 | 92.79 | 93.02 | 92.59 | 92.42 | 91.01 | 92.34 | 92.76 | 91.88 | 92.79 | 93.66 | 92.34 | 93.16 | 93.85 | 94.24 | 93.50 | 93.28 | 94.43 | 93.19 | 92.85 | 92.95 | 91.98 | 93.41 |
| 517 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.86 | 92.47 | 92.87 | 92.55 | 92.20 | 92.38 | 93.21 | 92.13 | 92.49 | 92.92 | 92.05 | 92.16 | 92.62 | 93.11 | 93.58 | 92.99 | 93.87 | 93.11 | 90.75 | 93.11 | 92.69 | 94.22 | 92.78 | 93.06 | 92.86 | 90.29 |
| 518 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.30 | 92.79 | 94.55 | 92.92 | 93.95 | 92.66 | 91.72 | 92.73 | 91.94 | 94.01 | 93.12 | 92.82 | 90.77 | 93.35 | 91.82 | 93.26 | 92.24 | 93.27 | 92.97 | 91.29 | 91.28 | 92.98 | 92.77 | 92.21 | 92.93 | 92.04 |
| 519 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.22 | 92.88 | 93.21 | 92.78 | 93.66 | 93.31 | 92.28 | 92.68 | 92.33 | 91.83 | 93.04 | 90.18 | 93.07 | 93.66 | 92.89 | 93.00 | 93.20 | 92.31 | 93.42 | 92.20 | 93.56 | 92.55 | 92.88 | 90.98 | 91.10 | 92.53 |
| 536 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.40 | 92.85 | 94.03 | 92.90 | 94.80 | 92.58 | 92.41 | 93.35 | 93.44 | 93.36 | 93.44 | 92.14 | 92.73 | 93.30 | 92.68 | 93.51 | 93.25 | 92.53 | 94.00 | 92.79 | 94.07 | 94.33 | 93.27 | 91.82 | 92.87 | 91.39 |
| 537 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.38 | 92.22 | 93.31 | 92.26 | 91.51 | 90.66 | 92.98 | 93.84 | 91.89 | 93.30 | 92.90 | 91.54 | 92.83 | 91.70 | 90.82 | 92.18 | 93.42 | 93.79 | 93.02 | 90.39 | 93.50 | 92.80 | 93.58 | 92.43 | 93.46 | 91.48 |
| 538 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.87 | 93.23 | 92.21 | 93.01 | 93.01 | 93.04 | 93.34 | 92.27 | 93.89 | 92.79 | 93.15 | 92.11 | 93.26 | 92.18 | 92.94 | 93.53 | 93.16 | 94.38 | 93.78 | 91.90 | 94.59 | 93.66 | 92.80 | 92.37 | 93.29 | 91.14 |
| 539 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.90 | 93.55 | 93.79 | 93.44 | 92.98 | 94.18 | 92.14 | 92.80 | 93.02 | 92.34 | 93.72 | 92.39 | 91.53 | 92.55 | 92.95 | 94.26 | 93.13 | 92.02 | 94.89 | 92.52 | 93.77 | 93.93 | 93.78 | 93.51 | 92.75 | 92.55 |
| 556 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.53 | 92.73 | 93.53 | 92.37 | 92.89 | 92.77 | 92.35 | 93.07 | 92.29 | 91.77 | 92.83 | 90.44 | 92.99 | 92.71 | 92.41 | 93.49 | 93.08 | 92.91 | 92.84 | 91.53 | 91.85 | 92.82 | 92.45 | 93.04 | 91.98 | 92.01 |
| 557 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.18 | 92.70 | 93.43 | 94.63 | 93.58 | 91.84 | 92.50 | 92.43 | 92.18 | 92.22 | 92.33 | 91.88 | 93.36 | 93.75 | 92.34 | 93.20 | 93.11 | 91.63 | 92.93 | 91.84 | 94.36 | 93.32 | 94.03 | 92.33 | 92.85 | 92.25 |
| 558 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.33 | 93.03 | 93.82 | 93.62 | 92.96 | 92.17 | 92.66 | 92.43 | 91.69 | 92.99 | 92.75 | 92.20 | 93.16 | 93.10 | 92.19 | 92.92 | 92.78 | 91.50 | 92.74 | 92.77 | 93.49 | 90.10 | 92.92 | 91.99 | 92.61 | 90.62 |
| 559 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.18 | 93.06 | 92.83 | 93.29 | 93.17 | 93.09 | 93.20 | 92.51 | 91.59 | 91.58 | 92.51 | 92.60 | 92.97 | 93.94 | 92.62 | 93.69 | 91.85 | 93.86 | 94.35 | 92.73 | 94.58 | 94.92 | 93.37 | 92.19 | 92.14 | 91.99 |
| 576 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.26 | 93.92 | 92.96 | 93.47 | 94.30 | 91.66 | 92.92 | 92.71 | 92.63 | 92.33 | 92.48 | 93.80 | 91.47 | 93.82 | 92.17 | 93.05 | 93.07 | 93.07 | 93.26 | 93.08 | 92.90 | 93.05 | 93.92 | 93.34 | 92.59 | 92.03 |
| 577 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.92 | 92.59 | 94.01 | 92.44 | 92.84 | 93.64 | 90.82 | 93.23 | 92.64 | 92.16 | 92.95 | 93.61 | 91.07 | 92.62 | 92.25 | 92.49 | 92.99 | 93.33 | 93.60 | 94.34 | 93.28 | 92.93 | 94.23 | 93.00 | 92.94 | 90.69 |
| 578 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.23 | 93.88 | 93.00 | 92.50 | 92.91 | 92.37 | 91.02 | 91.79 | 91.73 | 92.11 | 92.60 | 91.09 | 92.36 | 91.96 | 94.23 | 92.26 | 92.60 | 92.60 | 93.37 | 92.68 | 94.43 | 94.24 | 93.95 | 91.34 | 92.91 | 91.74 |
| 579 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.89 | 94.54 | 92.85 | 94.24 | 92.34 | 91.63 | 93.03 | 91.86 | 93.07 | 91.55 | 92.04 | 92.05 | 91.17 | 92.97 | 91.71 | 93.12 | 92.17 | 93.54 | 92.41 | 92.56 | 92.85 | 93.76 | 94.38 | 93.44 | 91.85 | 92.14 |
| 596 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.69 | 92.18 | 92.69 | 92.26 | 93.30 | 92.90 | 92.50 | 92.22 | 91.58 | 92.81 | 93.05 | 93.21 | 93.14 | 94.07 | 91.59 | 92.98 | 92.79 | 93.37 | 93.08 | 93.00 | 92.75 | 93.76 | 93.41 | 92.96 | 92.46 | 91.27 |
| 597 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.06 | 93.15 | 93.38 | 92.05 | 93.23 | 93.14 | 93.53 | 93.23 | 92.72 | 92.79 | 93.43 | 92.41 | 90.84 | 93.54 | 92.49 | 92.32 | 93.99 | 92.78 | 93.58 | 92.42 | 94.26 | 91.06 | 93.83 | 91.52 | 94.11 | 91.59 |
| 598 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.93 | 93.49 | 93.47 | 92.57 | 92.78 | 92.82 | 92.47 | 92.65 | 92.17 | 94.22 | 93.23 | 91.39 | 92.73 | 91.50 | 92.06 | 92.64 | 92.09 | 92.72 | 94.53 | 94.06 | 92.49 | 92.79 | 93.65 | 94.14 | 91.81 | 91.88 |
| 599 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.17 | 94.02 | 92.77 | 93.02 | 92.62 | 92.10 | 91.96 | 93.18 | 92.16 | 92.66 | 93.11 | 93.83 | 92.61 | 93.19 | 92.47 | 93.16 | 93.48 | 93.23 | 93.11 | 93.59 | 93.44 | 92.71 | 92.73 | 92.69 | 91.11 | 91.93 |
| 616 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.55 | 92.26 | 93.39 | 92.86 | 91.80 | 92.86 | 92.73 | 93.28 | 91.53 | 93.54 | 92.87 | 91.21 | 91.99 | 93.61 | 91.13 | 93.26 | 92.55 | 92.94 | 93.88 | 91.89 | 92.52 | 92.33 | 94.07 | 94.28 | 93.47 | 91.50 |
| 617 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.83 | 93.76 | 92.95 | 93.59 | 93.82 | 93.37 | 92.64 | 91.15 | 92.07 | 93.52 | 92.70 | 92.11 | 92.15 | 93.00 | 91.27 | 94.54 | 93.08 | 93.15 | 92.80 | 92.44 | 92.97 | 93.31 | 93.89 | 92.16 | 93.35 | 91.59 |
| 618 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.43 | 92.90 | 93.08 | 93.04 | 92.78 | 92.00 | 91.20 | 92.31 | 92.34 | 92.85 | 93.63 | 91.54 | 92.91 | 92.82 | 91.83 | 93.07 | 92.64 | 93.17 | 93.39 | 92.57 | 93.62 | 94.22 | 92.94 | 94.14 | 92.41 | 93.49 |
| 619 | 372 | 48 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.18 | 92.95 | 91.77 | 93.76 | 91.46 | 93.85 | 93.02 | 93.61 | 93.49 | 93.15 | 91.81 | 93.03 | 92.24 | 92.35 | 93.53 | 92.74 | 93.26 | 92.33 | 93.28 | 91.88 | 92.48 | 92.36 | 93.48 | 92.06 | 92.82 | 92.52 |
| 636 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.26 | 93.05 | 93.25 | 90.77 | 92.24 | 93.37 | 92.94 | 92.89 | 91.92 | 92.87 | 93.10 | 91.93 | 93.40 | 94.11 | 92.95 | 93.17 | 93.40 | 93.29 | 93.43 | 92.82 | 93.62 | 93.52 | 92.81 | 91.52 | 93.91 | 91.68 |
| 637 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.93 | 93.43 | 92.82 | 93.06 | 93.44 | 91.48 | 92.52 | 92.51 | 91.63 | 92.82 | 93.40 | 93.08 | 92.04 | 93.54 | 91.90 | 92.32 | 93.73 | 92.68 | 94.03 | 93.58 | 93.01 | 90.73 | 93.81 | 91.97 | 93.51 | 91.27 |
| 638 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.43 | 92.96 | 92.50 | 93.04 | 93.91 | 93.28 | 92.82 | 93.11 | 92.87 | 93.75 | 92.27 | 92.29 | 94.16 | 93.11 | 92.84 | 94.12 | 93.24 | 94.63 | 94.15 | 92.79 | 93.47 | 92.91 | 93.56 | 93.45 | 91.06 | 92.39 |
| 639 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.34 | 92.80 | 93.97 | 92.37 | 92.84 | 93.00 | 92.83 | 92.21 | 93.13 | 92.74 | 93.31 | 93.02 | 90.48 | 92.37 | 92.26 | 93.65 | 93.97 | 92.16 | 93.26 | 92.33 | 92.86 | 93.17 | 93.79 | 92.54 | 92.80 | 92.08 |
| 656 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.20 | 93.13 | 92.93 | 93.99 | 93.05 | 91.48 | 92.67 | 92.14 | 93.28 | 92.71 | 92.39 | 93.75 | 92.75 | 93.89 | 93.54 | 93.65 | 93.17 | 92.80 | 94.44 | 93.54 | 94.55 | 94.23 | 91.73 | 93.35 | 93.82 | 93.19 |
| 657 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.71 | 93.13 | 93.49 | 93.09 | 92.42 | 93.73 | 92.61 | 91.12 | 92.20 | 92.24 | 93.98 | 92.45 | 93.05 | 92.37 | 93.44 | 93.63 | 94.05 | 93.15 | 94.19 | 93.47 | 91.77 | 92.56 | 92.47 | 92.74 | 94.04 | 91.68 |
| 658 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 94.01 | 92.80 | 93.00 | 92.42 | 92.82 | 94.11 | 92.88 | 93.18 | 92.79 | 92.53 | 92.60 | 91.67 | 94.25 | 93.19 | 92.65 | 92.86 | 93.96 | 93.73 | 92.84 | 92.52 | 92.86 | 93.42 | 93.30 | 92.37 | 93.67 | 92.64 |
| 659 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.32 | 92.35 | 93.98 | 93.76 | 93.87 | 93.21 | 93.09 | 93.41 | 92.35 | 92.79 | 94.02 | 92.05 | 91.03 | 94.28 | 93.46 | 92.87 | 94.19 | 93.86 | 92.49 | 92.80 | 94.72 | 94.35 | 94.11 | 91.26 | 92.46 | 93.23 |
| 676 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.11 | 92.11 | 91.88 | 92.30 | 90.81 | 93.03 | 90.47 | 92.20 | 91.81 | 91.89 | 93.07 | 91.85 | 91.82 | 92.85 | 93.85 | 93.56 | 93.08 | 92.38 | 92.67 | 93.42 | 92.78 | 91.84 | 92.66 | 90.88 | 91.91 | 90.70 |
| 677 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.40 | 93.75 | 92.12 | 92.12 | 92.32 | 92.47 | 91.16 | 93.77 | 91.72 | 92.36 | 93.12 | 91.97 | 92.59 | 92.84 | 91.90 | 92.71 | 92.30 | 93.70 | 93.78 | 91.24 | 92.48 | 92.71 | 92.18 | 92.59 | 92.61 | 91.65 |
| 678 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.14 | 93.20 | 92.51 | 92.76 | 92.35 | 93.44 | 92.02 | 92.94 | 92.96 | 92.93 | 92.35 | 91.73 | 92.80 | 93.60 | 92.92 | 94.24 | 93.26 | 94.25 | 93.36 | 93.57 | 92.53 | 92.56 | 93.00 | 93.15 | 92.16 | 91.37 |
| 679 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.15 | 93.29 | 93.41 | 92.57 | 92.74 | 92.63 | 94.02 | 92.98 | 90.19 | 93.12 | 92.89 | 92.32 | 91.89 | 93.87 | 92.14 | 93.39 | 92.83 | 93.49 | 94.24 | 93.65 | 93.74 | 91.87 | 92.08 | 92.75 | 92.54 | 92.34 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 556 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.91 | 91.75 | 91.41 | 91.07 | 91.21 | 90.74 | 91.17 | 91.16 | 90.73 | 89.59 | 90.73 | 90.40 | 92.42 | 90.44 | 91.55 | 90.59 | 90.63 | 91.27 | 91.28 | 91.87 | 90.83 | 90.76 | 90.71 | 90.85 | 90.90 | 89.04 |
| 558 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.71 | 92.08 | 92.17 | 92.21 | 91.20 | 90.43 | 89.63 | 89.96 | 91.62 | 90.42 | 90.92 | 91.94 | 92.41 | 90.97 | 90.85 | 91.38 | 91.34 | 89.88 | 90.61 | 92.06 | 91.08 | 90.65 | 90.92 | 89.77 | 90.10 | 90.17 |
| 676 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.05 | 89.86 | 90.50 | 91.01 | 91.40 | 90.89 | 90.68 | 90.21 | 91.55 | 91.80 | 90.78 | 90.69 | 92.45 | 90.49 | 90.19 | 90.96 | 92.21 | 92.13 | 91.27 | 91.83 | 90.82 | 90.48 | 90.03 | 89.36 | 90.12 | 90.05 |
| 376 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.44 | 90.75 | 90.40 | 92.35 | 92.51 | 89.96 | 90.55 | 90.05 | 91.11 | 90.17 | 89.63 | 91.24 | 92.20 | 90.89 | 91.12 | 91.64 | 90.84 | 92.22 | 91.99 | 90.94 | 89.86 | 90.14 | 90.06 | 88.56 | 90.89 | 88.86 |
| 377 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 91.91 | 92.04 | 90.64 | 91.37 | 90.23 | 91.76 | 91.36 | 91.08 | 91.14 | 91.77 | 91.13 | 90.26 | 91.77 | 91.49 | 92.25 | 91.87 | 92.43 | 90.16 | 91.44 | 90.50 | 90.61 | 91.21 | 89.60 | 91.15 | 89.77 |
| 378 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.40 | 91.50 | 91.35 | 90.69 | 91.50 | 90.42 | 91.63 | 91.32 | 91.18 | 91.40 | 91.41 | 90.54 | 91.13 | 91.94 | 91.41 | 91.91 | 91.47 | 93.03 | 90.51 | 90.92 | 90.00 | 89.79 | 90.45 | 88.95 | 91.19 | 89.22 |
| 379 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.62 | 92.56 | 90.84 | 91.64 | 91.29 | 91.09 | 90.15 | 90.39 | 92.35 | 90.29 | 90.57 | 91.55 | 91.77 | 90.61 | 90.50 | 91.57 | 91.49 | 91.53 | 90.13 | 91.21 | 89.95 | 91.26 | 90.45 | 90.03 | 91.04 | 88.95 |
| 436 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.23 | 89.28 | 90.61 | 91.42 | 91.50 | 90.84 | 91.26 | 90.78 | 89.33 | 91.48 | 91.74 | 91.55 | 91.03 | 91.50 | 90.86 | 91.82 | 92.57 | 92.11 | 91.25 | 91.02 | 90.18 | 90.32 | 90.39 | 90.70 | 89.09 | 90.08 |
| 498 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.72 | 91.62 | 90.05 | 92.19 | 91.31 | 89.95 | 91.03 | 90.20 | 89.94 | 91.39 | 90.29 | 91.01 | 92.07 | 90.40 | 92.11 | 92.29 | 92.21 | 90.49 | 92.14 | 91.27 | 90.98 | 89.58 | 90.76 | 89.46 | 90.76 | 90.53 |
| 499 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.28 | 90.54 | 91.48 | 92.55 | 91.48 | 91.36 | 90.22 | 90.64 | 91.86 | 91.29 | 90.60 | 91.21 | 90.55 | 91.29 | 92.03 | 90.48 | 91.76 | 91.38 | 91.56 | 91.55 | 91.08 | 89.55 | 90.00 | 90.83 | 90.26 | 89.87 |
| 576 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.95 | 91.53 | 90.64 | 91.69 | 92.02 | 89.86 | 91.11 | 90.61 | 89.22 | 89.63 | 90.44 | 91.46 | 91.48 | 91.54 | 90.87 | 92.20 | 91.88 | 91.28 | 91.70 | 89.57 | 91.69 | 90.25 | 89.59 | 90.89 | 90.15 | 90.92 |
| 638 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.73 | 91.68 | 90.32 | 90.66 | 91.62 | 91.43 | 89.78 | 91.51 | 90.66 | 90.35 | 90.70 | 91.29 | 91.52 | 90.67 | 90.80 | 91.76 | 91.89 | 91.83 | 91.81 | 90.11 | 91.00 | 90.94 | 90.01 | 90.76 | 91.14 | 90.84 |
| 639 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.24 | 90.84 | 90.40 | 91.13 | 91.27 | 92.25 | 90.78 | 90.94 | 91.54 | 90.71 | 91.04 | 92.05 | 91.51 | 89.95 | 91.22 | 92.32 | 92.12 | 89.35 | 91.63 | 91.76 | 90.10 | 91.31 | 90.76 | 89.94 | 90.28 | 90.18 |
| 397 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.63 | 91.87 | 90.09 | 92.15 | 90.67 | 89.76 | 90.73 | 91.59 | 90.51 | 90.30 | 90.29 | 91.01 | 91.36 | 91.11 | 91.40 | 92.11 | 91.40 | 92.15 | 90.72 | 91.74 | 90.42 | 89.21 | 90.26 | 88.96 | 90.82 | 89.95 |
| 399 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.31 | 92.28 | 90.60 | 92.56 | 91.88 | 91.07 | 90.66 | 90.36 | 90.78 | 89.62 | 91.45 | 90.65 | 89.87 | 90.26 | 90.83 | 91.70 | 92.19 | 90.37 | 90.12 | 90.71 | 91.05 | 90.79 | 88.88 | 90.34 | 90.69 | 90.63 |
| 597 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.16 | 90.97 | 90.39 | 92.00 | 89.89 | 91.65 | 89.81 | 90.33 | 90.26 | 90.95 | 91.01 | 91.81 | 91.23 | 90.40 | 92.14 | 91.47 | 91.66 | 90.93 | 91.31 | 90.66 | 91.01 | 90.84 | 90.55 | 89.66 | 91.83 | 90.12 |
| 416 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.50 | 91.39 | 92.55 | 90.52 | 90.72 | 90.77 | 90.73 | 91.28 | 89.40 | 89.14 | 90.92 | 91.14 | 89.97 | 92.23 | 90.77 | 91.95 | 91.41 | 91.77 | 89.91 | 92.03 | 91.51 | 90.87 | 88.07 | 89.16 | 89.84 | 90.62 |
Size of the All data: (136, 29)
Size of the Sig data: (17, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.53 | 92.73 | 93.53 | 92.37 | 92.89 | 92.77 | 92.35 | 93.07 | 92.29 | 91.77 | 92.83 | 90.44 | 92.99 | 92.71 | 92.41 | 93.49 | 93.08 | 92.91 | 92.84 | 91.53 | 91.85 | 92.82 | 92.45 | 93.04 | 91.98 | 92.01 |
| 4 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.33 | 93.03 | 93.82 | 93.62 | 92.96 | 92.17 | 92.66 | 92.43 | 91.69 | 92.99 | 92.75 | 92.20 | 93.16 | 93.10 | 92.19 | 92.92 | 92.78 | 91.50 | 92.74 | 92.77 | 93.49 | 90.10 | 92.92 | 91.99 | 92.61 | 90.62 |
| 11 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.11 | 92.11 | 91.88 | 92.30 | 90.81 | 93.03 | 90.47 | 92.20 | 91.81 | 91.89 | 93.07 | 91.85 | 91.82 | 92.85 | 93.85 | 93.56 | 93.08 | 92.38 | 92.67 | 93.42 | 92.78 | 91.84 | 92.66 | 90.88 | 91.91 | 90.70 |
| 15 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.88 | 93.16 | 93.67 | 92.62 | 93.22 | 92.33 | 92.97 | 92.93 | 93.43 | 93.19 | 92.70 | 92.31 | 93.15 | 93.36 | 93.34 | 93.27 | 93.19 | 93.38 | 93.42 | 92.78 | 93.13 | 94.44 | 94.53 | 92.56 | 93.32 | 91.76 |
| 0 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 94.06 | 93.03 | 93.30 | 92.86 | 93.31 | 92.88 | 92.83 | 92.86 | 91.59 | 93.92 | 92.54 | 91.47 | 92.51 | 93.39 | 92.33 | 92.96 | 93.40 | 92.47 | 92.81 | 92.50 | 93.42 | 93.61 | 95.56 | 91.67 | 93.46 | 92.30 |
| 1 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.76 | 93.27 | 92.86 | 93.09 | 92.70 | 94.10 | 91.45 | 91.13 | 92.31 | 91.78 | 93.68 | 92.65 | 92.64 | 92.39 | 93.03 | 93.95 | 92.86 | 93.62 | 93.42 | 92.85 | 93.75 | 92.80 | 91.64 | 92.11 | 93.76 | 91.69 |
| 7 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.87 | 94.33 | 91.34 | 92.61 | 93.86 | 92.95 | 92.20 | 92.89 | 92.28 | 92.73 | 93.85 | 93.11 | 91.42 | 92.42 | 91.80 | 92.19 | 93.25 | 92.50 | 93.27 | 93.92 | 93.56 | 92.54 | 93.29 | 93.30 | 92.06 | 89.74 |
| 6 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.34 | 92.04 | 92.48 | 92.99 | 93.43 | 93.38 | 92.89 | 91.90 | 92.11 | 93.23 | 92.46 | 93.23 | 93.54 | 92.79 | 92.48 | 92.74 | 93.79 | 93.73 | 93.19 | 92.15 | 93.24 | 92.94 | 93.41 | 92.79 | 91.18 | 92.32 |
| 8 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.81 | 92.88 | 92.63 | 91.81 | 92.51 | 93.20 | 90.97 | 91.92 | 90.86 | 91.83 | 92.96 | 93.71 | 93.21 | 92.71 | 93.43 | 92.06 | 92.65 | 91.45 | 93.10 | 92.22 | 93.16 | 92.05 | 92.55 | 94.07 | 93.21 | 91.81 |
| 3 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.70 | 93.28 | 92.54 | 92.35 | 93.27 | 92.11 | 93.23 | 91.32 | 92.20 | 92.21 | 92.90 | 92.10 | 93.11 | 94.07 | 91.97 | 93.41 | 94.31 | 93.89 | 92.78 | 93.36 | 92.09 | 91.71 | 90.77 | 93.52 | 91.59 | 90.22 |
| 13 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.26 | 93.92 | 92.96 | 93.47 | 94.30 | 91.66 | 92.92 | 92.71 | 92.63 | 92.33 | 92.48 | 93.80 | 91.47 | 93.82 | 92.17 | 93.05 | 93.07 | 93.07 | 93.26 | 93.08 | 92.90 | 93.05 | 93.92 | 93.34 | 92.59 | 92.03 |
| 2 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.43 | 92.96 | 92.50 | 93.04 | 93.91 | 93.28 | 92.82 | 93.11 | 92.87 | 93.75 | 92.27 | 92.29 | 94.16 | 93.11 | 92.84 | 94.12 | 93.24 | 94.63 | 94.15 | 92.79 | 93.47 | 92.91 | 93.56 | 93.45 | 91.06 | 92.39 |
| 5 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.34 | 92.80 | 93.97 | 92.37 | 92.84 | 93.00 | 92.83 | 92.21 | 93.13 | 92.74 | 93.31 | 93.02 | 90.48 | 92.37 | 92.26 | 93.65 | 93.97 | 92.16 | 93.26 | 92.33 | 92.86 | 93.17 | 93.79 | 92.54 | 92.80 | 92.08 |
| 14 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.87 | 93.32 | 92.63 | 92.88 | 93.70 | 92.33 | 92.58 | 92.28 | 92.50 | 93.52 | 91.78 | 91.38 | 92.42 | 92.96 | 92.28 | 93.27 | 92.17 | 93.05 | 92.52 | 92.71 | 95.09 | 93.37 | 94.68 | 91.69 | 92.21 | 91.33 |
| 12 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.12 | 92.66 | 94.36 | 93.23 | 93.44 | 91.95 | 93.35 | 92.16 | 93.10 | 93.39 | 93.76 | 93.82 | 92.62 | 92.80 | 93.10 | 92.14 | 93.48 | 94.15 | 92.49 | 93.53 | 93.89 | 93.16 | 90.82 | 93.22 | 92.94 | 92.53 |
| 9 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.06 | 93.15 | 93.38 | 92.05 | 93.23 | 93.14 | 93.53 | 93.23 | 92.72 | 92.79 | 93.43 | 92.41 | 90.84 | 93.54 | 92.49 | 92.32 | 93.99 | 92.78 | 93.58 | 92.42 | 94.26 | 91.06 | 93.83 | 91.52 | 94.11 | 91.59 |
| 16 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.71 | 92.79 | 93.85 | 93.45 | 93.01 | 93.41 | 93.25 | 92.63 | 93.10 | 93.05 | 92.78 | 92.36 | 90.83 | 92.96 | 92.00 | 93.90 | 93.10 | 93.41 | 91.97 | 93.70 | 94.36 | 94.81 | 92.75 | 92.27 | 93.52 | 91.84 |
Size of the test data: (17, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 498 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.09 | 1.26 | 2.58 | -0.38 | 1.20 | 3.25 | -0.06 | 1.72 | 0.92 | 0.44 | 2.67 | 2.70 | 1.14 | 2.31 | 1.32 | -0.23 | 0.44 | 0.96 | 0.96 | 0.95 | 2.18 | 2.47 | 1.79 | 4.61 | 2.45 | 1.28 | 3 |
| 676 | 372 | 48 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.06 | 2.25 | 1.38 | 1.29 | -0.59 | 2.14 | -0.21 | 1.99 | 0.26 | 0.09 | 2.29 | 1.16 | -0.63 | 2.36 | 3.66 | 2.60 | 0.87 | 0.25 | 1.40 | 1.59 | 1.96 | 1.36 | 2.63 | 1.52 | 1.79 | 0.65 | 3 |
| 499 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.42 | 2.74 | 1.06 | -0.20 | 1.79 | 0.75 | 3.01 | 0.68 | 0.34 | 0.92 | 2.30 | 0.89 | 2.56 | 2.78 | -0.06 | 2.93 | 2.55 | 2.51 | 1.22 | 1.81 | 1.01 | 2.16 | 0.77 | 2.69 | 1.33 | 0.35 | 2 |
| 378 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.36 | 1.77 | 1.51 | 2.40 | 1.20 | 3.68 | -0.18 | -0.19 | 1.13 | 0.38 | 2.27 | 2.11 | 1.51 | 0.45 | 1.62 | 2.04 | 1.39 | 0.59 | 2.91 | 1.93 | 3.75 | 3.01 | 1.19 | 3.16 | 2.57 | 2.47 | 2 |
| 379 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.25 | 1.77 | 0.50 | 0.97 | 2.57 | 1.86 | 2.05 | 2.50 | -0.07 | 2.44 | 3.28 | 1.56 | -0.35 | 1.81 | 1.30 | 0.62 | 1.76 | 0.97 | 3.14 | 2.71 | 3.61 | 1.28 | 2.84 | 3.27 | 1.02 | 0.79 | 2 |
| 597 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.90 | 2.18 | 2.99 | 0.05 | 3.34 | 1.49 | 3.72 | 2.90 | 2.46 | 1.84 | 2.42 | 0.60 | -0.39 | 3.14 | 0.35 | 0.85 | 2.33 | 1.85 | 2.27 | 1.76 | 3.25 | 0.22 | 3.28 | 1.86 | 2.28 | 1.47 | 1 |
| 639 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.10 | 1.96 | 3.57 | 1.24 | 1.57 | 0.75 | 2.05 | 1.27 | 1.59 | 2.03 | 2.27 | 0.97 | -1.03 | 2.42 | 1.04 | 1.33 | 1.85 | 2.81 | 1.63 | 0.57 | 2.76 | 1.86 | 3.03 | 2.60 | 2.52 | 1.90 | 1 |
| 638 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.70 | 1.28 | 2.18 | 2.38 | 2.29 | 1.85 | 3.04 | 1.60 | 2.21 | 3.40 | 1.57 | 1.00 | 2.64 | 2.44 | 2.04 | 2.36 | 1.35 | 2.80 | 2.34 | 2.68 | 2.47 | 1.97 | 3.55 | 2.69 | -0.08 | 1.55 | 1 |
| 576 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.31 | 2.39 | 2.32 | 1.78 | 2.28 | 1.80 | 1.81 | 2.10 | 3.41 | 2.70 | 2.04 | 2.34 | -0.01 | 2.28 | 1.30 | 0.85 | 1.19 | 1.79 | 1.56 | 3.51 | 1.21 | 2.80 | 4.33 | 2.45 | 2.44 | 1.11 | 1 |
| 556 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.62 | 0.98 | 2.12 | 1.30 | 1.68 | 2.03 | 1.18 | 1.91 | 1.56 | 2.18 | 2.10 | 0.04 | 0.57 | 2.27 | 0.86 | 2.90 | 2.45 | 1.64 | 1.56 | -0.34 | 1.02 | 2.06 | 1.74 | 2.19 | 1.08 | 2.97 | 1 |
| 558 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.62 | 0.95 | 1.65 | 1.41 | 1.76 | 1.74 | 3.03 | 2.47 | 0.07 | 2.57 | 1.83 | 0.26 | 0.75 | 2.13 | 1.34 | 1.54 | 1.44 | 1.62 | 2.13 | 0.71 | 2.41 | -0.55 | 2.00 | 2.22 | 2.51 | 0.45 | 1 |
| 436 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.11 | 2.76 | 1.87 | 1.57 | 1.93 | 2.54 | 1.63 | 1.12 | 2.78 | 1.75 | 0.72 | 1.68 | 2.51 | 1.29 | 1.62 | 0.92 | 1.22 | 1.62 | 1.94 | 1.13 | 3.06 | 2.62 | 3.02 | 2.09 | 2.09 | 2.24 | 0 |
| 377 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.50 | 1.12 | 1.26 | 2.22 | 1.94 | 2.65 | 1.07 | 1.50 | 0.51 | 2.78 | 0.77 | 0.34 | 2.25 | 1.62 | 0.84 | 0.71 | 1.53 | 0.04 | 2.65 | 1.06 | 2.92 | 3.00 | 4.35 | 2.07 | 2.31 | 2.53 | 0 |
| 397 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.24 | 1.45 | 2.54 | 0.73 | 3.03 | 2.57 | 1.85 | 0.69 | 1.99 | 3.22 | 1.49 | 0.37 | 1.06 | 1.85 | 0.88 | 1.16 | 0.77 | 0.90 | 1.80 | 0.97 | 4.67 | 4.16 | 4.42 | 2.73 | 1.39 | 1.38 | 0 |
| 399 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | 0.38 | 3.76 | 0.67 | 1.56 | 0.88 | 2.69 | 1.80 | 2.32 | 3.77 | 2.31 | 3.17 | 2.75 | 2.54 | 2.27 | 0.44 | 1.29 | 3.78 | 2.37 | 2.82 | 2.84 | 2.37 | 1.94 | 2.88 | 2.25 | 1.90 | 0 |
| 376 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.44 | 2.41 | 3.27 | 0.27 | 0.71 | 2.37 | 2.42 | 2.88 | 2.32 | 3.02 | 3.07 | 1.07 | 0.95 | 2.47 | 2.22 | 1.63 | 2.35 | 1.16 | 1.43 | 1.84 | 3.27 | 4.30 | 4.47 | 4.00 | 2.43 | 2.90 | 0 |
| 416 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.21 | 1.40 | 1.30 | 2.93 | 2.29 | 2.64 | 2.52 | 1.35 | 3.70 | 3.91 | 1.86 | 1.22 | 0.86 | 0.73 | 1.23 | 1.95 | 1.69 | 1.64 | 2.06 | 1.67 | 2.85 | 3.94 | 4.68 | 3.11 | 3.68 | 1.22 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_17 | 91.702353 | 0.505056 |
| mAP_valid_abs_values_16 | 91.670588 | 0.559402 |
| mAP_valid_abs_values_4 | 91.557647 | 0.717221 |
| mAP_valid_abs_values_18 | 91.420588 | 0.967461 |
| mAP_valid_abs_values_13 | 91.366471 | 0.831068 |
| mAP_valid_abs_values_5 | 91.343529 | 0.573203 |
| mAP_valid_abs_values_2 | 91.318235 | 0.857053 |
| mAP_valid_abs_values_20 | 91.217059 | 0.689871 |
| mAP_valid_abs_values_12 | 91.215882 | 0.479532 |
| mAP_valid_abs_values_15 | 91.184706 | 0.560860 |
| mAP_valid_abs_values_19 | 91.064706 | 0.718967 |
| mAP_valid_abs_values_14 | 90.968235 | 0.653254 |
| mAP_valid_abs_values_3 | 90.931765 | 0.762285 |
| mAP_valid_abs_values_11 | 90.840588 | 0.550482 |
| mAP_valid_abs_values_9 | 90.771765 | 0.914175 |
| mAP_valid_abs_values_6 | 90.747059 | 0.691852 |
| mAP_valid_abs_values_8 | 90.746471 | 0.539907 |
| mAP_valid_abs_values | 90.731765 | 0.796651 |
| mAP_valid_abs_values_21 | 90.709412 | 0.550494 |
| mAP_valid_abs_values_7 | 90.687059 | 0.619786 |
| mAP_valid_abs_values_25 | 90.602941 | 0.645337 |
| mAP_valid_abs_values_10 | 90.568824 | 0.785938 |
| mAP_valid_abs_values_22 | 90.432353 | 0.608805 |
| mAP_valid_abs_values_23 | 90.182353 | 0.769891 |
| mAP_valid_abs_values_26 | 89.988235 | 0.647150 |
| mAP_valid_abs_values_24 | 89.871765 | 0.754348 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_21 | 93.370588 | 0.794705 |
| mAP_test_abs_values_17 | 93.259412 | 0.534491 |
| mAP_test_abs_values_5 | 93.140588 | 0.759362 |
| mAP_test_abs_values_23 | 93.125294 | 1.285487 |
| mAP_test_abs_values_16 | 93.117647 | 0.653907 |
| mAP_test_abs_values_3 | 93.041176 | 0.796782 |
| mAP_test_abs_values_19 | 93.027647 | 0.505650 |
| mAP_test_abs_values_2 | 93.027059 | 0.553893 |
| mAP_test_abs_values_14 | 93.020588 | 0.486627 |
| mAP_test_abs_values_18 | 93.004706 | 0.878145 |
| mAP_test_abs_values_11 | 92.914706 | 0.556834 |
| mAP_test_abs_values_20 | 92.827059 | 0.622513 |
| mAP_test_abs_values_6 | 92.805294 | 0.630656 |
| mAP_test_abs_values_10 | 92.771176 | 0.702352 |
| mAP_test_abs_values_4 | 92.771176 | 0.520563 |
| average_map | 92.764683 | 0.267104 |
| mAP_test_abs_values_22 | 92.728235 | 1.146779 |
| mAP_test_abs_values_25 | 92.606471 | 0.900333 |
| mAP_test_abs_values_15 | 92.586471 | 0.580506 |
| mAP_test_abs_values_24 | 92.585882 | 0.863214 |
| mAP_test_abs_values_7 | 92.547059 | 0.844821 |
| mAP_test_abs_values_12 | 92.479412 | 0.916055 |
| mAP_test_abs_values_8 | 92.410588 | 0.608805 |
| mAP_test_abs_values_9 | 92.389412 | 0.661282 |
| mAP_test_abs_values_13 | 92.374706 | 1.057705 |
| mAP_test_abs_values | 92.363529 | 1.245406 |
| mAP_test_abs_values_26 | 91.585882 | 0.807009 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 558 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.71 | 92.08 | 92.17 | 92.21 | 91.20 | 90.43 | 89.63 | 89.96 | 91.62 | 90.42 | 90.92 | 91.94 | 92.41 | 90.97 | 90.85 | 91.38 | 91.34 | 89.88 | 90.61 | 92.06 | 91.08 | 90.65 | 90.92 | 89.77 | 90.10 | 90.17 |
| 377 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 91.91 | 92.04 | 90.64 | 91.37 | 90.23 | 91.76 | 91.36 | 91.08 | 91.14 | 91.77 | 91.13 | 90.26 | 91.77 | 91.49 | 92.25 | 91.87 | 92.43 | 90.16 | 91.44 | 90.50 | 90.61 | 91.21 | 89.60 | 91.15 | 89.77 |
| 378 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.40 | 91.50 | 91.35 | 90.69 | 91.50 | 90.42 | 91.63 | 91.32 | 91.18 | 91.40 | 91.41 | 90.54 | 91.13 | 91.94 | 91.41 | 91.91 | 91.47 | 93.03 | 90.51 | 90.92 | 90.00 | 89.79 | 90.45 | 88.95 | 91.19 | 89.22 |
| 379 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.62 | 92.56 | 90.84 | 91.64 | 91.29 | 91.09 | 90.15 | 90.39 | 92.35 | 90.29 | 90.57 | 91.55 | 91.77 | 90.61 | 90.50 | 91.57 | 91.49 | 91.53 | 90.13 | 91.21 | 89.95 | 91.26 | 90.45 | 90.03 | 91.04 | 88.95 |
| 436 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.23 | 89.28 | 90.61 | 91.42 | 91.50 | 90.84 | 91.26 | 90.78 | 89.33 | 91.48 | 91.74 | 91.55 | 91.03 | 91.50 | 90.86 | 91.82 | 92.57 | 92.11 | 91.25 | 91.02 | 90.18 | 90.32 | 90.39 | 90.70 | 89.09 | 90.08 |
| 498 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.72 | 91.62 | 90.05 | 92.19 | 91.31 | 89.95 | 91.03 | 90.20 | 89.94 | 91.39 | 90.29 | 91.01 | 92.07 | 90.40 | 92.11 | 92.29 | 92.21 | 90.49 | 92.14 | 91.27 | 90.98 | 89.58 | 90.76 | 89.46 | 90.76 | 90.53 |
| 499 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.28 | 90.54 | 91.48 | 92.55 | 91.48 | 91.36 | 90.22 | 90.64 | 91.86 | 91.29 | 90.60 | 91.21 | 90.55 | 91.29 | 92.03 | 90.48 | 91.76 | 91.38 | 91.56 | 91.55 | 91.08 | 89.55 | 90.00 | 90.83 | 90.26 | 89.87 |
| 576 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.95 | 91.53 | 90.64 | 91.69 | 92.02 | 89.86 | 91.11 | 90.61 | 89.22 | 89.63 | 90.44 | 91.46 | 91.48 | 91.54 | 90.87 | 92.20 | 91.88 | 91.28 | 91.70 | 89.57 | 91.69 | 90.25 | 89.59 | 90.89 | 90.15 | 90.92 |
| 638 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.73 | 91.68 | 90.32 | 90.66 | 91.62 | 91.43 | 89.78 | 91.51 | 90.66 | 90.35 | 90.70 | 91.29 | 91.52 | 90.67 | 90.80 | 91.76 | 91.89 | 91.83 | 91.81 | 90.11 | 91.00 | 90.94 | 90.01 | 90.76 | 91.14 | 90.84 |
| 639 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.24 | 90.84 | 90.40 | 91.13 | 91.27 | 92.25 | 90.78 | 90.94 | 91.54 | 90.71 | 91.04 | 92.05 | 91.51 | 89.95 | 91.22 | 92.32 | 92.12 | 89.35 | 91.63 | 91.76 | 90.10 | 91.31 | 90.76 | 89.94 | 90.28 | 90.18 |
| 399 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.31 | 92.28 | 90.60 | 92.56 | 91.88 | 91.07 | 90.66 | 90.36 | 90.78 | 89.62 | 91.45 | 90.65 | 89.87 | 90.26 | 90.83 | 91.70 | 92.19 | 90.37 | 90.12 | 90.71 | 91.05 | 90.79 | 88.88 | 90.34 | 90.69 | 90.63 |
| 416 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.50 | 91.39 | 92.55 | 90.52 | 90.72 | 90.77 | 90.73 | 91.28 | 89.40 | 89.14 | 90.92 | 91.14 | 89.97 | 92.23 | 90.77 | 91.95 | 91.41 | 91.77 | 89.91 | 92.03 | 91.51 | 90.87 | 88.07 | 89.16 | 89.84 | 90.62 |
Size of the All data: (136, 29)
Size of the Sig data: (12, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.33 | 93.03 | 93.82 | 93.62 | 92.96 | 92.17 | 92.66 | 92.43 | 91.69 | 92.99 | 92.75 | 92.20 | 93.16 | 93.10 | 92.19 | 92.92 | 92.78 | 91.50 | 92.74 | 92.77 | 93.49 | 90.10 | 92.92 | 91.99 | 92.61 | 90.62 |
| 0 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 94.06 | 93.03 | 93.30 | 92.86 | 93.31 | 92.88 | 92.83 | 92.86 | 91.59 | 93.92 | 92.54 | 91.47 | 92.51 | 93.39 | 92.33 | 92.96 | 93.40 | 92.47 | 92.81 | 92.50 | 93.42 | 93.61 | 95.56 | 91.67 | 93.46 | 92.30 |
| 1 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.76 | 93.27 | 92.86 | 93.09 | 92.70 | 94.10 | 91.45 | 91.13 | 92.31 | 91.78 | 93.68 | 92.65 | 92.64 | 92.39 | 93.03 | 93.95 | 92.86 | 93.62 | 93.42 | 92.85 | 93.75 | 92.80 | 91.64 | 92.11 | 93.76 | 91.69 |
| 7 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.87 | 94.33 | 91.34 | 92.61 | 93.86 | 92.95 | 92.20 | 92.89 | 92.28 | 92.73 | 93.85 | 93.11 | 91.42 | 92.42 | 91.80 | 92.19 | 93.25 | 92.50 | 93.27 | 93.92 | 93.56 | 92.54 | 93.29 | 93.30 | 92.06 | 89.74 |
| 6 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.34 | 92.04 | 92.48 | 92.99 | 93.43 | 93.38 | 92.89 | 91.90 | 92.11 | 93.23 | 92.46 | 93.23 | 93.54 | 92.79 | 92.48 | 92.74 | 93.79 | 93.73 | 93.19 | 92.15 | 93.24 | 92.94 | 93.41 | 92.79 | 91.18 | 92.32 |
| 8 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.81 | 92.88 | 92.63 | 91.81 | 92.51 | 93.20 | 90.97 | 91.92 | 90.86 | 91.83 | 92.96 | 93.71 | 93.21 | 92.71 | 93.43 | 92.06 | 92.65 | 91.45 | 93.10 | 92.22 | 93.16 | 92.05 | 92.55 | 94.07 | 93.21 | 91.81 |
| 3 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.70 | 93.28 | 92.54 | 92.35 | 93.27 | 92.11 | 93.23 | 91.32 | 92.20 | 92.21 | 92.90 | 92.10 | 93.11 | 94.07 | 91.97 | 93.41 | 94.31 | 93.89 | 92.78 | 93.36 | 92.09 | 91.71 | 90.77 | 93.52 | 91.59 | 90.22 |
| 10 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.26 | 93.92 | 92.96 | 93.47 | 94.30 | 91.66 | 92.92 | 92.71 | 92.63 | 92.33 | 92.48 | 93.80 | 91.47 | 93.82 | 92.17 | 93.05 | 93.07 | 93.07 | 93.26 | 93.08 | 92.90 | 93.05 | 93.92 | 93.34 | 92.59 | 92.03 |
| 2 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.43 | 92.96 | 92.50 | 93.04 | 93.91 | 93.28 | 92.82 | 93.11 | 92.87 | 93.75 | 92.27 | 92.29 | 94.16 | 93.11 | 92.84 | 94.12 | 93.24 | 94.63 | 94.15 | 92.79 | 93.47 | 92.91 | 93.56 | 93.45 | 91.06 | 92.39 |
| 5 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.34 | 92.80 | 93.97 | 92.37 | 92.84 | 93.00 | 92.83 | 92.21 | 93.13 | 92.74 | 93.31 | 93.02 | 90.48 | 92.37 | 92.26 | 93.65 | 93.97 | 92.16 | 93.26 | 92.33 | 92.86 | 93.17 | 93.79 | 92.54 | 92.80 | 92.08 |
| 9 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.12 | 92.66 | 94.36 | 93.23 | 93.44 | 91.95 | 93.35 | 92.16 | 93.10 | 93.39 | 93.76 | 93.82 | 92.62 | 92.80 | 93.10 | 92.14 | 93.48 | 94.15 | 92.49 | 93.53 | 93.89 | 93.16 | 90.82 | 93.22 | 92.94 | 92.53 |
| 11 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.71 | 92.79 | 93.85 | 93.45 | 93.01 | 93.41 | 93.25 | 92.63 | 93.10 | 93.05 | 92.78 | 92.36 | 90.83 | 92.96 | 92.00 | 93.90 | 93.10 | 93.41 | 91.97 | 93.70 | 94.36 | 94.81 | 92.75 | 92.27 | 93.52 | 91.84 |
Size of the test data: (12, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 498 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.09 | 1.26 | 2.58 | -0.38 | 1.20 | 3.25 | -0.06 | 1.72 | 0.92 | 0.44 | 2.67 | 2.70 | 1.14 | 2.31 | 1.32 | -0.23 | 0.44 | 0.96 | 0.96 | 0.95 | 2.18 | 2.47 | 1.79 | 4.61 | 2.45 | 1.28 | 3 |
| 378 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.36 | 1.77 | 1.51 | 2.40 | 1.20 | 3.68 | -0.18 | -0.19 | 1.13 | 0.38 | 2.27 | 2.11 | 1.51 | 0.45 | 1.62 | 2.04 | 1.39 | 0.59 | 2.91 | 1.93 | 3.75 | 3.01 | 1.19 | 3.16 | 2.57 | 2.47 | 2 |
| 379 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.25 | 1.77 | 0.50 | 0.97 | 2.57 | 1.86 | 2.05 | 2.50 | -0.07 | 2.44 | 3.28 | 1.56 | -0.35 | 1.81 | 1.30 | 0.62 | 1.76 | 0.97 | 3.14 | 2.71 | 3.61 | 1.28 | 2.84 | 3.27 | 1.02 | 0.79 | 2 |
| 499 | 372 | 48 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.42 | 2.74 | 1.06 | -0.20 | 1.79 | 0.75 | 3.01 | 0.68 | 0.34 | 0.92 | 2.30 | 0.89 | 2.56 | 2.78 | -0.06 | 2.93 | 2.55 | 2.51 | 1.22 | 1.81 | 1.01 | 2.16 | 0.77 | 2.69 | 1.33 | 0.35 | 2 |
| 558 | 372 | 48 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.62 | 0.95 | 1.65 | 1.41 | 1.76 | 1.74 | 3.03 | 2.47 | 0.07 | 2.57 | 1.83 | 0.26 | 0.75 | 2.13 | 1.34 | 1.54 | 1.44 | 1.62 | 2.13 | 0.71 | 2.41 | -0.55 | 2.00 | 2.22 | 2.51 | 0.45 | 1 |
| 576 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.31 | 2.39 | 2.32 | 1.78 | 2.28 | 1.80 | 1.81 | 2.10 | 3.41 | 2.70 | 2.04 | 2.34 | -0.01 | 2.28 | 1.30 | 0.85 | 1.19 | 1.79 | 1.56 | 3.51 | 1.21 | 2.80 | 4.33 | 2.45 | 2.44 | 1.11 | 1 |
| 638 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.70 | 1.28 | 2.18 | 2.38 | 2.29 | 1.85 | 3.04 | 1.60 | 2.21 | 3.40 | 1.57 | 1.00 | 2.64 | 2.44 | 2.04 | 2.36 | 1.35 | 2.80 | 2.34 | 2.68 | 2.47 | 1.97 | 3.55 | 2.69 | -0.08 | 1.55 | 1 |
| 639 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.10 | 1.96 | 3.57 | 1.24 | 1.57 | 0.75 | 2.05 | 1.27 | 1.59 | 2.03 | 2.27 | 0.97 | -1.03 | 2.42 | 1.04 | 1.33 | 1.85 | 2.81 | 1.63 | 0.57 | 2.76 | 1.86 | 3.03 | 2.60 | 2.52 | 1.90 | 1 |
| 377 | 372 | 48 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.50 | 1.12 | 1.26 | 2.22 | 1.94 | 2.65 | 1.07 | 1.50 | 0.51 | 2.78 | 0.77 | 0.34 | 2.25 | 1.62 | 0.84 | 0.71 | 1.53 | 0.04 | 2.65 | 1.06 | 2.92 | 3.00 | 4.35 | 2.07 | 2.31 | 2.53 | 0 |
| 436 | 372 | 48 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.11 | 2.76 | 1.87 | 1.57 | 1.93 | 2.54 | 1.63 | 1.12 | 2.78 | 1.75 | 0.72 | 1.68 | 2.51 | 1.29 | 1.62 | 0.92 | 1.22 | 1.62 | 1.94 | 1.13 | 3.06 | 2.62 | 3.02 | 2.09 | 2.09 | 2.24 | 0 |
| 399 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | 0.38 | 3.76 | 0.67 | 1.56 | 0.88 | 2.69 | 1.80 | 2.32 | 3.77 | 2.31 | 3.17 | 2.75 | 2.54 | 2.27 | 0.44 | 1.29 | 3.78 | 2.37 | 2.82 | 2.84 | 2.37 | 1.94 | 2.88 | 2.25 | 1.90 | 0 |
| 416 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.21 | 1.40 | 1.30 | 2.93 | 2.29 | 2.64 | 2.52 | 1.35 | 3.70 | 3.91 | 1.86 | 1.22 | 0.86 | 0.73 | 1.23 | 1.95 | 1.69 | 1.64 | 2.06 | 1.67 | 2.85 | 3.94 | 4.68 | 3.11 | 3.68 | 1.22 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_17 | 91.850000 | 0.378418 |
| mAP_valid_abs_values_16 | 91.802500 | 0.512678 |
| mAP_valid_abs_values_4 | 91.491667 | 0.766703 |
| mAP_valid_abs_values_2 | 91.434167 | 0.880593 |
| mAP_valid_abs_values_5 | 91.430000 | 0.332921 |
| mAP_valid_abs_values_12 | 91.293333 | 0.454179 |
| mAP_valid_abs_values_18 | 91.287500 | 1.079791 |
| mAP_valid_abs_values_15 | 91.145000 | 0.515937 |
| mAP_valid_abs_values_20 | 91.137500 | 0.743225 |
| mAP_valid_abs_values_13 | 91.130833 | 0.819484 |
| mAP_valid_abs_values_14 | 91.094167 | 0.724926 |
| mAP_valid_abs_values_3 | 91.087500 | 0.814986 |
| mAP_valid_abs_values_11 | 90.987500 | 0.502378 |
| mAP_valid_abs_values_19 | 90.960833 | 0.798720 |
| mAP_valid_abs_values_6 | 90.808333 | 0.686491 |
| mAP_valid_abs_values_8 | 90.779167 | 0.506529 |
| mAP_valid_abs_values | 90.770833 | 0.880118 |
| mAP_valid_abs_values_21 | 90.760000 | 0.595101 |
| mAP_valid_abs_values_9 | 90.746667 | 1.057943 |
| mAP_valid_abs_values_7 | 90.728333 | 0.681080 |
| mAP_valid_abs_values_10 | 90.571667 | 0.799578 |
| mAP_valid_abs_values_22 | 90.493333 | 0.605300 |
| mAP_valid_abs_values_25 | 90.474167 | 0.640149 |
| mAP_valid_abs_values_26 | 90.148333 | 0.617809 |
| mAP_valid_abs_values_23 | 90.124167 | 0.903795 |
| mAP_valid_abs_values_24 | 90.035833 | 0.671896 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_21 | 93.377917 | 0.665010 |
| mAP_test_abs_values_2 | 93.225625 | 0.570248 |
| mAP_test_abs_values_23 | 93.220625 | 1.212892 |
| mAP_test_abs_values_5 | 93.188542 | 0.498508 |
| mAP_test_abs_values_19 | 93.159792 | 0.593728 |
| mAP_test_abs_values_14 | 93.145625 | 0.576338 |
| mAP_test_abs_values_22 | 93.126875 | 1.057738 |
| mAP_test_abs_values_16 | 93.112917 | 0.659174 |
| mAP_test_abs_values_18 | 93.092292 | 0.805793 |
| mAP_test_abs_values_17 | 93.050833 | 0.573937 |
| mAP_test_abs_values_3 | 92.993125 | 0.883210 |
| mAP_test_abs_values_20 | 92.925000 | 0.649645 |
| mAP_test_abs_values_11 | 92.899792 | 0.667394 |
| mAP_test_abs_values_4 | 92.848125 | 0.724944 |
| average_map | 92.783638 | 0.216667 |
| mAP_test_abs_values_25 | 92.703125 | 0.828963 |
| mAP_test_abs_values_6 | 92.691250 | 0.688247 |
| mAP_test_abs_values_10 | 92.655208 | 0.666611 |
| mAP_test_abs_values_7 | 92.528958 | 0.653258 |
| mAP_test_abs_values_15 | 92.496667 | 0.625927 |
| mAP_test_abs_values_24 | 92.458750 | 0.814472 |
| mAP_test_abs_values_13 | 92.452500 | 0.881427 |
| mAP_test_abs_values_8 | 92.422708 | 0.686387 |
| mAP_test_abs_values_12 | 92.390000 | 0.771966 |
| mAP_test_abs_values_9 | 92.263333 | 0.704280 |
| mAP_test_abs_values | 92.243125 | 1.102255 |
| mAP_test_abs_values_26 | 91.701875 | 0.847692 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()Bit size 16
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.40 | 83.84 | 86.09 | 87.79 | 84.62 | 87.16 | 87.17 | 87.89 | 83.39 | 85.82 | 84.72 | 87.82 | 87.18 | 87.66 | 83.34 | 87.29 | 86.96 | 87.89 | 87.83 | 85.75 | 87.30 | 42.66 | 87.17 | 80.90 | 78.89 | 86.13 |
| 5 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.54 | 84.11 | 86.82 | 84.59 | 89.16 | 87.56 | 86.07 | 87.06 | 88.16 | 88.22 | 88.79 | 88.93 | 88.46 | 88.14 | 87.70 | 86.24 | 85.63 | 88.70 | 86.30 | 87.21 | 86.00 | 84.05 | 84.23 | 85.75 | 80.71 | 87.01 |
| 6 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.19 | 87.96 | 85.89 | 85.53 | 85.07 | 83.88 | 86.23 | 82.88 | 86.23 | 85.79 | 88.02 | 87.80 | 86.92 | 83.82 | 79.48 | 87.32 | 86.17 | 86.01 | 88.57 | 87.75 | 86.63 | 76.37 | 85.74 | 84.64 | 83.44 | 80.56 |
| 7 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.11 | 84.59 | 85.09 | 86.26 | 84.06 | 87.76 | 86.94 | 87.93 | 86.83 | 87.28 | 87.93 | 85.30 | 87.67 | 87.53 | 84.98 | 88.01 | 42.66 | 88.00 | 88.79 | 89.38 | 86.75 | 86.53 | 87.57 | 83.74 | 42.66 | 42.66 |
| 24 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.43 | 86.41 | 83.52 | 87.02 | 85.57 | 86.30 | 86.81 | 89.31 | 88.33 | 87.62 | 88.70 | 91.05 | 88.02 | 87.65 | 86.67 | 89.20 | 89.06 | 88.21 | 88.59 | 87.75 | 88.05 | 88.13 | 87.93 | 85.21 | 87.32 | 87.15 |
| 25 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.42 | 86.59 | 86.32 | 86.49 | 86.45 | 86.88 | 88.57 | 89.74 | 88.82 | 88.49 | 89.05 | 89.19 | 89.20 | 87.03 | 87.54 | 88.81 | 86.69 | 86.53 | 89.00 | 89.69 | 87.23 | 88.63 | 87.22 | 87.71 | 86.99 | 88.04 |
| 26 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.14 | 87.15 | 86.10 | 88.25 | 86.96 | 88.14 | 88.50 | 88.56 | 88.33 | 88.12 | 88.03 | 90.09 | 88.69 | 77.11 | 87.43 | 89.12 | 85.55 | 88.48 | 89.05 | 88.14 | 88.34 | 86.67 | 87.64 | 88.52 | 88.81 | 86.71 |
| 27 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.34 | 86.34 | 86.73 | 87.43 | 88.15 | 87.89 | 87.60 | 88.54 | 42.66 | 87.63 | 89.64 | 89.05 | 88.41 | 88.09 | 87.48 | 89.12 | 89.68 | 87.70 | 90.08 | 88.77 | 68.69 | 88.76 | 87.44 | 87.03 | 86.63 | 85.91 |
| 44 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 42.66 | 86.97 | 88.31 | 88.75 | 86.24 | 89.94 | 89.08 | 87.51 | 88.70 | 88.09 | 89.82 | 88.05 | 42.66 | 89.15 | 85.76 | 90.00 | 89.28 | 89.96 | 90.39 | 91.55 | 88.69 | 88.00 | 87.88 | 86.33 | 89.53 | 87.99 |
| 45 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.09 | 88.78 | 86.07 | 87.34 | 88.02 | 87.07 | 87.55 | 87.74 | 89.62 | 88.73 | 89.65 | 90.23 | 89.59 | 88.35 | 89.37 | 90.96 | 42.66 | 89.56 | 88.48 | 89.47 | 89.40 | 89.70 | 88.50 | 89.49 | 87.35 | 87.91 |
| 46 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.62 | 88.10 | 86.31 | 84.27 | 85.56 | 88.55 | 89.64 | 89.83 | 87.40 | 88.17 | 89.74 | 89.71 | 89.99 | 89.54 | 88.86 | 89.65 | 88.93 | 90.19 | 89.07 | 89.09 | 88.46 | 88.00 | 87.47 | 84.15 | 86.20 | 85.57 |
| 47 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 42.66 | 87.97 | 88.42 | 88.58 | 86.93 | 88.92 | 88.77 | 42.66 | 88.25 | 90.16 | 88.81 | 88.19 | 90.64 | 88.35 | 88.56 | 89.28 | 89.53 | 89.48 | 88.12 | 87.38 | 89.05 | 87.95 | 86.25 | 88.23 | 87.19 | 88.38 |
| 64 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 55.91 | 66.45 | 71.40 | 65.40 | 69.85 | 75.26 | 56.20 | 65.59 | 83.07 | 57.21 | 74.35 | 64.53 | 58.29 | 74.51 | 64.68 | 75.23 | 82.30 | 56.45 | 63.84 | 64.42 | 71.53 | 67.06 | 76.50 | 65.29 | 72.77 | 65.78 |
| 65 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.49 | 65.09 | 73.52 | 66.19 | 65.65 | 85.73 | 78.91 | 65.30 | 84.31 | 73.67 | 74.16 | 64.04 | 83.39 | 69.08 | 64.15 | 74.11 | 80.54 | 66.94 | 75.01 | 74.59 | 66.52 | 66.44 | 66.09 | 66.81 | 65.67 | 66.07 |
| 66 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.27 | 77.28 | 65.96 | 65.27 | 64.84 | 75.69 | 74.18 | 65.83 | 56.86 | 64.59 | 83.63 | 74.67 | 83.97 | 74.92 | 71.53 | 74.58 | 64.54 | 61.79 | 85.29 | 75.15 | 65.11 | 65.16 | 65.12 | 64.98 | 65.27 | 64.88 |
| 67 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.26 | 66.26 | 72.93 | 66.50 | 66.32 | 83.13 | 74.55 | 65.28 | 65.03 | 81.15 | 63.77 | 74.72 | 75.26 | 65.55 | 63.87 | 73.88 | 64.27 | 88.09 | 75.45 | 64.47 | 66.36 | 65.77 | 67.10 | 66.02 | 66.92 | 66.17 |
| 84 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 61.48 | 42.66 | 74.39 | 64.84 | 64.51 | 63.01 | 73.95 | 68.60 | 57.07 | 63.74 | 75.14 | 62.96 | 74.47 | 74.95 | 63.07 | 56.86 | 74.45 | 85.94 | 75.40 | 88.69 | 64.05 | 64.09 | 64.01 | 64.06 | 69.33 | 64.52 |
| 85 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.95 | 64.92 | 64.05 | 64.56 | 70.90 | 75.68 | 73.53 | 64.15 | 85.14 | 75.27 | 75.23 | 63.79 | 86.21 | 63.23 | 62.46 | 86.75 | 62.95 | 75.27 | 75.12 | 72.98 | 70.06 | 64.46 | 63.82 | 64.42 | 64.49 | 66.92 |
| 86 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.08 | 64.83 | 80.39 | 64.59 | 42.66 | 75.11 | 74.98 | 65.01 | 61.08 | 65.20 | 74.42 | 81.45 | 73.92 | 87.56 | 63.46 | 73.59 | 83.54 | 83.51 | 75.16 | 65.03 | 72.88 | 64.67 | 64.85 | 64.79 | 64.57 | 65.01 |
| 87 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.09 | 42.66 | 65.36 | 64.44 | 75.09 | 75.69 | 86.01 | 63.63 | 63.31 | 76.13 | 87.07 | 75.65 | 60.21 | 63.45 | 63.52 | 86.35 | 69.78 | 85.39 | 75.80 | 63.55 | 64.96 | 65.79 | 64.01 | 64.87 | 65.43 | 64.89 |
| 104 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.32 | 64.10 | 74.22 | 64.80 | 64.49 | 75.23 | 74.52 | 63.62 | 86.82 | 68.19 | 87.28 | 64.02 | 85.39 | 60.27 | 62.86 | 85.21 | 64.07 | 74.51 | 74.86 | 63.46 | 64.68 | 82.97 | 72.63 | 64.09 | 81.01 | 64.76 |
| 105 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 81.18 | 64.73 | 74.49 | 64.56 | 75.44 | 74.91 | 83.92 | 86.60 | 75.71 | 74.88 | 74.91 | 74.36 | 88.92 | 73.85 | 64.06 | 87.99 | 85.91 | 87.26 | 74.63 | 63.34 | 63.64 | 64.29 | 56.54 | 63.42 | 64.03 | 64.26 |
| 106 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.67 | 63.63 | 65.53 | 75.67 | 80.80 | 74.67 | 80.66 | 86.31 | 67.50 | 63.34 | 74.91 | 75.99 | 88.87 | 74.57 | 85.27 | 86.71 | 74.96 | 84.61 | 62.87 | 62.64 | 64.18 | 63.76 | 79.67 | 63.80 | 64.53 | 64.33 |
| 107 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.91 | 74.42 | 82.91 | 65.35 | 64.71 | 89.31 | 73.75 | 65.07 | 84.96 | 75.07 | 88.95 | 88.28 | 87.36 | 87.86 | 64.19 | 73.70 | 74.59 | 84.68 | 63.64 | 86.48 | 74.01 | 64.14 | 64.44 | 64.75 | 64.26 | 64.44 |
| 124 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.83 | 65.78 | 65.57 | 66.07 | 65.72 | 75.35 | 56.18 | 65.00 | 64.83 | 64.89 | 81.99 | 63.44 | 74.52 | 64.01 | 64.83 | 61.95 | 64.73 | 74.57 | 74.86 | 55.03 | 73.13 | 67.86 | 64.52 | 65.42 | 65.69 | 65.04 |
| 125 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.23 | 56.58 | 65.35 | 65.45 | 74.15 | 56.82 | 74.17 | 65.56 | 68.30 | 65.84 | 84.49 | 63.58 | 74.90 | 74.18 | 64.81 | 74.61 | 69.89 | 68.90 | 75.41 | 75.09 | 64.26 | 70.68 | 65.05 | 66.05 | 64.64 | 64.85 |
| 126 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.89 | 62.37 | 70.39 | 64.44 | 63.65 | 74.87 | 72.70 | 64.12 | 73.28 | 62.69 | 75.95 | 62.22 | 86.24 | 85.19 | 63.65 | 76.88 | 61.05 | 63.14 | 86.05 | 63.67 | 63.45 | 65.02 | 64.40 | 64.83 | 63.95 | 63.40 |
| 127 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 57.30 | 74.36 | 83.82 | 73.95 | 73.32 | 74.90 | 72.98 | 66.62 | 73.91 | 66.33 | 75.17 | 83.11 | 86.78 | 55.77 | 64.83 | 85.61 | 64.88 | 75.06 | 74.64 | 84.83 | 71.28 | 66.63 | 65.42 | 65.64 | 81.63 | 65.72 |
| 144 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.29 | 65.66 | 65.91 | 65.33 | 74.10 | 75.21 | 73.30 | 64.42 | 84.38 | 77.25 | 75.34 | 84.21 | 59.76 | 63.58 | 64.75 | 74.48 | 63.86 | 74.51 | 85.31 | 74.94 | 69.11 | 64.71 | 65.39 | 64.91 | 65.28 | 65.66 |
| 145 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.66 | 69.18 | 65.34 | 64.97 | 64.58 | 75.11 | 75.07 | 65.06 | 74.67 | 63.29 | 74.65 | 85.03 | 74.19 | 74.71 | 42.66 | 61.39 | 55.12 | 86.14 | 74.88 | 63.09 | 63.73 | 64.49 | 74.05 | 66.35 | 64.21 | 69.21 |
| 146 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.89 | 65.29 | 74.60 | 64.41 | 65.38 | 75.10 | 81.97 | 64.85 | 75.49 | 63.83 | 63.78 | 75.85 | 73.29 | 82.00 | 68.03 | 73.71 | 62.60 | 59.75 | 84.80 | 58.37 | 64.42 | 65.21 | 63.97 | 64.49 | 63.99 | 67.20 |
| 147 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 63.75 | 75.36 | 73.72 | 64.50 | 56.87 | 75.18 | 74.29 | 64.48 | 74.42 | 67.65 | 74.92 | 63.05 | 87.79 | 71.67 | 62.45 | 86.92 | 84.88 | 75.27 | 85.65 | 63.72 | 63.93 | 64.49 | 55.46 | 63.86 | 64.55 | 64.78 |
| 164 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.91 | 65.29 | 65.34 | 65.03 | 64.39 | 75.15 | 87.15 | 63.38 | 74.74 | 64.28 | 62.89 | 62.73 | 87.55 | 74.74 | 63.93 | 69.71 | 63.72 | 84.12 | 75.03 | 74.40 | 62.56 | 63.44 | 73.20 | 62.96 | 64.93 | 63.99 |
| 165 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 59.46 | 65.04 | 71.40 | 64.27 | 83.53 | 74.72 | 88.51 | 63.72 | 74.48 | 63.49 | 74.96 | 63.20 | 74.68 | 74.07 | 64.25 | 87.40 | 87.08 | 86.46 | 74.88 | 74.89 | 63.35 | 64.42 | 72.99 | 64.42 | 63.99 | 64.35 |
| 166 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.93 | 74.67 | 70.89 | 64.97 | 64.02 | 75.91 | 84.72 | 63.84 | 86.91 | 63.78 | 75.16 | 63.79 | 73.82 | 74.65 | 63.34 | 75.06 | 74.97 | 74.09 | 75.11 | 74.39 | 63.42 | 64.33 | 62.94 | 63.54 | 64.03 | 83.21 |
| 167 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.80 | 63.98 | 67.90 | 64.33 | 73.91 | 74.71 | 87.10 | 63.02 | 86.84 | 74.98 | 63.11 | 62.39 | 86.76 | 73.92 | 63.28 | 85.58 | 63.75 | 62.27 | 75.13 | 62.82 | 64.44 | 63.15 | 63.78 | 63.29 | 63.68 | 64.01 |
| 184 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.94 | 77.72 | 85.57 | 85.26 | 84.15 | 86.21 | 86.17 | 85.42 | 84.89 | 84.87 | 83.98 | 87.50 | 86.64 | 84.85 | 82.51 | 86.93 | 83.89 | 85.80 | 86.45 | 87.80 | 84.04 | 85.03 | 85.85 | 74.45 | 82.78 | 83.61 |
| 185 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.29 | 84.47 | 86.30 | 86.78 | 84.49 | 89.46 | 86.06 | 86.10 | 88.04 | 87.93 | 87.92 | 85.98 | 87.56 | 87.74 | 87.49 | 87.59 | 85.97 | 88.21 | 87.83 | 87.65 | 86.50 | 86.80 | 86.17 | 86.57 | 86.56 | 87.63 |
| 186 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.88 | 83.22 | 86.12 | 85.17 | 84.57 | 87.03 | 87.29 | 87.25 | 88.21 | 85.44 | 87.90 | 85.68 | 88.82 | 87.37 | 85.86 | 88.72 | 88.06 | 84.35 | 87.56 | 87.40 | 84.33 | 86.44 | 87.36 | 85.41 | 86.24 | 85.63 |
| 187 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.17 | 84.93 | 83.41 | 84.58 | 88.05 | 85.51 | 87.16 | 88.27 | 89.04 | 87.08 | 87.71 | 86.74 | 86.63 | 88.10 | 87.26 | 87.20 | 87.32 | 86.93 | 86.58 | 84.53 | 87.51 | 88.43 | 85.41 | 85.45 | 87.10 | 85.52 |
| 204 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.44 | 84.93 | 87.08 | 84.51 | 85.45 | 87.73 | 88.09 | 89.29 | 87.63 | 88.76 | 85.74 | 88.29 | 89.22 | 88.72 | 87.66 | 89.89 | 87.99 | 87.55 | 87.70 | 89.70 | 83.03 | 87.15 | 88.13 | 83.58 | 88.15 | 84.78 |
| 205 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.34 | 86.85 | 85.21 | 88.28 | 82.44 | 89.03 | 88.46 | 87.37 | 88.08 | 88.29 | 86.46 | 89.44 | 90.15 | 88.44 | 88.87 | 89.63 | 89.07 | 87.41 | 88.17 | 87.65 | 88.29 | 88.53 | 87.01 | 87.49 | 87.50 | 87.12 |
| 206 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.82 | 86.09 | 85.78 | 88.44 | 87.14 | 86.06 | 88.51 | 88.78 | 87.14 | 87.05 | 88.04 | 89.37 | 88.27 | 88.10 | 89.49 | 89.08 | 88.80 | 88.21 | 90.44 | 87.45 | 88.68 | 88.13 | 87.67 | 88.36 | 87.60 | 88.29 |
| 207 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.34 | 87.64 | 86.97 | 85.55 | 86.41 | 88.48 | 88.22 | 88.30 | 88.96 | 87.75 | 88.44 | 89.01 | 88.17 | 89.46 | 87.39 | 89.87 | 88.87 | 88.49 | 88.82 | 89.00 | 87.16 | 87.39 | 87.58 | 87.05 | 86.28 | 86.36 |
| 224 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.58 | 88.06 | 87.43 | 86.81 | 88.08 | 88.61 | 89.45 | 90.03 | 89.01 | 87.84 | 88.59 | 90.61 | 88.79 | 88.28 | 87.91 | 89.40 | 89.27 | 88.70 | 88.09 | 87.85 | 88.69 | 88.03 | 87.97 | 89.67 | 87.51 | 89.27 |
| 225 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.45 | 87.55 | 86.52 | 87.88 | 86.78 | 89.24 | 88.21 | 89.05 | 86.96 | 88.10 | 90.62 | 89.48 | 89.75 | 89.05 | 85.90 | 88.42 | 89.17 | 87.37 | 89.16 | 87.08 | 89.27 | 88.90 | 86.83 | 86.56 | 88.68 | 85.67 |
| 226 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.18 | 86.75 | 87.11 | 87.61 | 86.57 | 87.86 | 89.63 | 89.28 | 88.28 | 88.50 | 87.86 | 87.76 | 89.40 | 89.87 | 89.81 | 89.12 | 89.39 | 85.95 | 88.45 | 88.17 | 88.49 | 90.12 | 86.80 | 85.54 | 87.70 | 81.71 |
| 227 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 86.49 | 88.00 | 87.13 | 87.36 | 87.75 | 88.21 | 90.14 | 89.41 | 89.69 | 89.52 | 89.43 | 89.12 | 89.94 | 87.91 | 89.10 | 88.12 | 89.09 | 89.97 | 91.56 | 86.38 | 88.37 | 88.53 | 89.15 | 89.45 | 73.65 |
| 244 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 67.25 | 63.88 | 63.54 | 65.01 | 63.34 | 81.38 | 58.24 | 64.71 | 64.47 | 86.20 | 75.63 | 64.31 | 75.42 | 67.70 | 63.00 | 63.73 | 63.35 | 73.26 | 75.16 | 63.93 | 65.54 | 65.67 | 64.75 | 65.10 | 65.40 | 64.38 |
| 245 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 60.10 | 72.30 | 67.92 | 65.36 | 65.59 | 75.54 | 72.32 | 72.34 | 65.64 | 64.97 | 88.01 | 63.37 | 74.48 | 74.71 | 64.08 | 60.07 | 64.81 | 83.76 | 63.66 | 85.06 | 66.02 | 65.03 | 65.45 | 64.29 | 65.62 | 65.49 |
| 246 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.12 | 69.50 | 55.65 | 65.30 | 65.34 | 76.05 | 72.20 | 65.97 | 65.39 | 66.08 | 74.69 | 75.22 | 75.31 | 67.30 | 69.19 | 67.98 | 69.25 | 68.60 | 74.55 | 62.37 | 64.97 | 65.18 | 65.88 | 65.43 | 66.38 | 68.26 |
| 247 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.69 | 64.95 | 73.96 | 65.32 | 64.02 | 74.59 | 84.86 | 76.89 | 63.89 | 85.41 | 75.17 | 75.41 | 75.41 | 63.56 | 65.90 | 82.89 | 71.43 | 62.90 | 86.59 | 63.24 | 73.37 | 67.67 | 64.14 | 64.35 | 63.77 | 64.62 |
| 264 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.66 | 66.05 | 56.23 | 73.81 | 57.27 | 75.59 | 73.91 | 65.52 | 82.91 | 87.43 | 82.73 | 85.43 | 86.48 | 74.29 | 64.31 | 73.63 | 64.36 | 84.91 | 74.68 | 75.16 | 64.41 | 64.23 | 74.22 | 65.11 | 64.87 | 64.99 |
| 265 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.90 | 74.49 | 82.81 | 64.10 | 64.80 | 75.24 | 75.24 | 64.39 | 73.63 | 64.37 | 75.69 | 87.66 | 73.17 | 54.96 | 63.31 | 74.38 | 74.51 | 84.70 | 74.65 | 75.14 | 63.71 | 64.83 | 63.55 | 64.13 | 64.75 | 64.19 |
| 266 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.03 | 65.41 | 65.58 | 64.93 | 74.64 | 75.32 | 84.74 | 64.29 | 84.39 | 64.85 | 74.88 | 63.54 | 84.27 | 62.70 | 63.36 | 74.90 | 63.13 | 85.12 | 63.16 | 75.19 | 63.35 | 64.58 | 55.36 | 64.19 | 65.31 | 65.95 |
| 267 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 65.59 | 65.06 | 64.36 | 73.92 | 66.58 | 84.11 | 84.68 | 63.97 | 56.75 | 74.40 | 74.39 | 62.83 | 86.56 | 75.07 | 62.39 | 74.66 | 62.75 | 79.24 | 74.63 | 85.80 | 64.97 | 65.32 | 73.62 | 64.74 | 64.34 | 65.12 |
| 284 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.80 | 65.53 | 73.91 | 64.56 | 74.16 | 74.96 | 74.59 | 64.76 | 74.14 | 64.29 | 74.36 | 74.88 | 88.23 | 73.92 | 62.30 | 75.37 | 66.54 | 42.66 | 74.65 | 87.18 | 63.81 | 64.37 | 63.27 | 64.25 | 64.39 | 64.82 |
| 285 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.98 | 64.05 | 65.08 | 64.51 | 67.37 | 75.40 | 73.45 | 63.72 | 83.63 | 84.06 | 87.51 | 63.65 | 87.80 | 56.26 | 64.45 | 74.69 | 63.02 | 74.45 | 74.89 | 74.57 | 63.23 | 63.99 | 55.89 | 64.17 | 63.94 | 63.44 |
| 286 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.27 | 72.07 | 64.99 | 65.36 | 64.98 | 62.71 | 74.69 | 63.95 | 74.17 | 87.19 | 74.95 | 63.34 | 86.76 | 74.17 | 63.77 | 84.21 | 81.58 | 75.42 | 62.84 | 63.14 | 63.88 | 64.45 | 72.15 | 62.99 | 64.93 | 64.19 |
| 287 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.81 | 65.01 | 65.31 | 65.24 | 73.82 | 74.93 | 75.06 | 63.84 | 74.43 | 64.02 | 87.11 | 74.53 | 89.85 | 63.61 | 63.18 | 75.24 | 74.34 | 88.20 | 87.52 | 86.57 | 63.37 | 63.86 | 72.62 | 64.17 | 64.15 | 64.98 |
| 304 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.69 | 63.20 | 63.11 | 63.22 | 62.86 | 75.36 | 72.12 | 62.91 | 71.16 | 83.47 | 75.38 | 62.54 | 65.47 | 61.28 | 61.74 | 73.53 | 61.28 | 69.72 | 75.70 | 74.79 | 63.76 | 64.51 | 64.11 | 62.91 | 68.79 | 63.47 |
| 305 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.38 | 65.26 | 56.52 | 66.02 | 56.39 | 65.27 | 74.99 | 64.82 | 73.87 | 64.19 | 75.93 | 63.67 | 75.08 | 64.30 | 65.15 | 74.53 | 63.94 | 74.23 | 75.55 | 64.32 | 64.91 | 65.78 | 78.58 | 65.02 | 64.66 | 64.94 |
| 306 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 55.95 | 65.94 | 77.85 | 57.34 | 74.04 | 75.71 | 83.34 | 64.38 | 73.08 | 60.76 | 63.82 | 63.29 | 75.68 | 63.25 | 56.31 | 84.05 | 62.84 | 63.50 | 75.37 | 63.90 | 65.46 | 64.53 | 64.63 | 64.93 | 64.50 | 64.18 |
| 307 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.89 | 65.21 | 65.26 | 65.09 | 66.12 | 75.63 | 75.64 | 64.97 | 64.56 | 65.76 | 56.40 | 63.82 | 74.14 | 62.08 | 64.54 | 83.44 | 64.20 | 60.50 | 74.92 | 88.50 | 65.28 | 71.26 | 74.05 | 64.21 | 65.18 | 64.41 |
| 324 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.55 | 65.01 | 66.18 | 71.29 | 66.08 | 83.59 | 74.70 | 82.44 | 82.35 | 57.27 | 75.44 | 63.54 | 74.71 | 83.62 | 65.23 | 83.81 | 85.13 | 70.89 | 74.39 | 74.68 | 64.80 | 67.02 | 64.64 | 65.78 | 65.62 | 64.96 |
| 325 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 79.42 | 64.68 | 58.16 | 64.50 | 74.09 | 74.40 | 84.86 | 65.01 | 82.34 | 64.26 | 74.67 | 74.39 | 84.16 | 86.75 | 63.33 | 85.09 | 74.36 | 64.06 | 75.39 | 75.21 | 64.46 | 64.69 | 64.27 | 63.94 | 64.68 | 66.03 |
| 326 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.25 | 74.78 | 74.47 | 56.26 | 64.70 | 74.90 | 74.20 | 85.81 | 85.24 | 64.99 | 74.39 | 63.51 | 75.01 | 55.28 | 63.05 | 74.11 | 63.51 | 73.12 | 75.16 | 81.44 | 64.68 | 65.04 | 55.52 | 64.61 | 64.84 | 64.74 |
| 327 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.94 | 64.59 | 64.47 | 65.06 | 60.76 | 74.98 | 88.40 | 70.52 | 64.23 | 65.25 | 75.23 | 63.21 | 87.47 | 85.64 | 63.48 | 74.99 | 55.44 | 75.19 | 55.78 | 63.39 | 63.16 | 65.12 | 65.37 | 64.01 | 64.10 | 65.55 |
| 344 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 62.74 | 65.06 | 64.57 | 65.02 | 64.61 | 74.72 | 87.01 | 75.21 | 86.54 | 88.28 | 74.71 | 75.42 | 85.04 | 74.26 | 62.92 | 88.15 | 63.55 | 55.51 | 86.95 | 64.52 | 63.68 | 63.92 | 63.97 | 65.01 | 64.59 | 64.07 |
| 345 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.02 | 64.59 | 79.16 | 73.85 | 56.15 | 74.40 | 85.87 | 63.84 | 86.06 | 64.76 | 88.33 | 73.85 | 86.34 | 56.50 | 64.23 | 75.07 | 87.06 | 74.68 | 74.65 | 63.44 | 64.06 | 64.04 | 73.39 | 64.92 | 64.54 | 64.24 |
| 346 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.88 | 70.02 | 83.71 | 65.31 | 63.74 | 75.15 | 89.05 | 63.62 | 74.71 | 61.45 | 86.44 | 74.90 | 73.61 | 85.85 | 63.39 | 74.50 | 55.28 | 86.80 | 74.35 | 74.39 | 63.16 | 64.70 | 64.42 | 64.19 | 64.01 | 67.97 |
| 347 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.66 | 85.20 | 64.93 | 64.32 | 65.05 | 87.69 | 87.14 | 64.79 | 87.55 | 75.50 | 74.42 | 87.55 | 85.24 | 63.52 | 55.78 | 87.12 | 84.40 | 75.11 | 87.66 | 74.94 | 63.67 | 63.76 | 64.42 | 64.17 | 64.82 | 64.19 |
| 364 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.83 | 90.65 | 90.52 | 90.84 | 91.25 | 90.71 | 90.46 | 90.08 | 90.23 | 91.16 | 90.44 | 90.50 | 90.70 | 90.03 | 89.08 | 92.09 | 91.46 | 90.49 | 91.05 | 90.14 | 90.32 | 89.07 | 88.99 | 88.95 | 88.58 | 89.92 |
| 365 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.89 | 90.04 | 90.61 | 89.50 | 90.34 | 90.99 | 90.32 | 91.40 | 89.33 | 90.11 | 90.67 | 90.40 | 91.27 | 89.43 | 90.37 | 90.47 | 90.40 | 89.39 | 92.19 | 91.14 | 89.34 | 89.04 | 88.82 | 88.23 | 89.45 | 89.02 |
| 366 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.09 | 90.31 | 89.47 | 89.60 | 89.78 | 89.14 | 88.60 | 90.69 | 89.88 | 90.90 | 90.89 | 90.47 | 92.26 | 89.33 | 90.11 | 90.91 | 89.57 | 91.24 | 90.05 | 89.90 | 90.76 | 90.01 | 90.68 | 89.30 | 89.74 | 89.41 |
| 367 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.37 | 90.59 | 90.25 | 89.82 | 90.79 | 89.84 | 88.53 | 89.92 | 90.67 | 89.62 | 90.54 | 91.52 | 90.82 | 89.81 | 88.92 | 90.23 | 89.72 | 90.38 | 89.92 | 91.21 | 89.84 | 89.09 | 89.37 | 89.33 | 90.21 | 88.56 |
| 384 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.12 | 91.37 | 90.78 | 90.27 | 90.99 | 88.86 | 91.50 | 90.69 | 90.38 | 90.43 | 90.98 | 88.94 | 89.60 | 88.67 | 90.91 | 89.61 | 91.14 | 90.66 | 91.23 | 92.01 | 89.22 | 88.75 | 89.48 | 88.20 | 87.71 | 89.54 |
| 385 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.83 | 90.67 | 90.50 | 90.65 | 91.48 | 89.89 | 90.60 | 90.62 | 90.17 | 90.69 | 90.08 | 92.40 | 90.50 | 89.58 | 90.93 | 91.17 | 90.55 | 90.64 | 92.41 | 90.96 | 88.98 | 89.34 | 89.52 | 88.77 | 89.10 | 88.37 |
| 386 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.92 | 90.27 | 91.34 | 89.98 | 91.18 | 89.01 | 90.26 | 91.03 | 90.44 | 91.14 | 89.61 | 90.59 | 90.23 | 91.07 | 90.15 | 90.17 | 91.61 | 88.91 | 90.55 | 91.07 | 89.59 | 89.70 | 88.24 | 88.81 | 88.80 | 89.55 |
| 387 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.16 | 91.51 | 90.02 | 90.07 | 90.37 | 89.46 | 90.34 | 88.90 | 90.40 | 90.80 | 90.40 | 89.37 | 89.19 | 89.89 | 89.95 | 89.84 | 89.90 | 90.49 | 90.51 | 89.22 | 90.13 | 90.06 | 89.38 | 87.61 | 90.08 | 88.96 |
| 404 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.96 | 90.35 | 89.22 | 89.42 | 89.22 | 90.33 | 89.89 | 90.04 | 90.36 | 89.92 | 90.86 | 90.14 | 90.17 | 89.87 | 90.66 | 90.58 | 89.84 | 88.91 | 89.23 | 90.60 | 89.36 | 76.78 | 88.31 | 89.40 | 76.35 | 90.89 |
| 405 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.73 | 90.68 | 89.80 | 89.82 | 90.74 | 89.26 | 90.14 | 91.24 | 88.89 | 89.60 | 90.26 | 90.95 | 91.67 | 89.63 | 90.39 | 89.39 | 90.36 | 90.55 | 90.43 | 89.42 | 89.36 | 89.19 | 88.73 | 89.65 | 76.12 | 90.33 |
| 406 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.70 | 89.86 | 90.55 | 91.28 | 89.25 | 90.47 | 88.81 | 89.44 | 90.32 | 90.44 | 90.09 | 92.11 | 89.72 | 89.93 | 89.12 | 90.06 | 89.62 | 90.23 | 90.13 | 92.20 | 88.11 | 88.47 | 89.15 | 89.02 | 89.93 | 88.51 |
| 407 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 89.54 | 90.38 | 89.92 | 90.90 | 90.26 | 89.29 | 90.71 | 90.80 | 89.43 | 90.67 | 89.12 | 89.03 | 89.43 | 89.89 | 89.42 | 90.68 | 91.04 | 89.30 | 89.98 | 89.00 | 89.94 | 88.36 | 88.52 | 89.58 | 89.45 |
| 424 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 68.83 | 64.77 | 64.51 | 64.92 | 65.08 | 75.11 | 75.11 | 64.13 | 87.26 | 64.89 | 74.42 | 74.75 | 71.05 | 73.11 | 63.86 | 74.25 | 70.71 | 73.56 | 75.16 | 74.34 | 63.86 | 63.90 | 73.87 | 64.41 | 87.23 | 73.37 |
| 425 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.06 | 64.54 | 64.28 | 64.20 | 64.15 | 87.54 | 74.67 | 63.46 | 65.32 | 63.63 | 71.16 | 74.53 | 73.88 | 74.07 | 63.55 | 73.88 | 73.67 | 73.05 | 73.80 | 88.15 | 62.16 | 64.05 | 73.27 | 64.88 | 73.36 | 64.24 |
| 426 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.92 | 63.89 | 63.96 | 64.30 | 64.22 | 74.59 | 74.30 | 63.71 | 64.05 | 70.36 | 71.91 | 74.28 | 73.71 | 73.13 | 63.23 | 74.34 | 74.14 | 73.29 | 73.81 | 74.50 | 63.84 | 63.69 | 73.39 | 64.07 | 63.55 | 64.91 |
| 427 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.59 | 64.86 | 64.45 | 64.76 | 64.31 | 74.79 | 70.46 | 69.46 | 75.62 | 64.29 | 74.37 | 74.24 | 73.92 | 73.70 | 63.34 | 73.39 | 70.74 | 73.47 | 74.06 | 71.07 | 73.21 | 64.04 | 72.91 | 70.12 | 72.69 | 86.80 |
| 444 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.36 | 64.95 | 64.26 | 65.10 | 65.25 | 74.04 | 74.51 | 64.41 | 69.78 | 65.19 | 74.09 | 74.33 | 73.11 | 73.42 | 63.75 | 73.93 | 64.11 | 74.14 | 73.55 | 73.72 | 64.07 | 63.95 | 73.41 | 64.91 | 73.18 | 64.49 |
| 445 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.40 | 64.38 | 63.44 | 63.52 | 64.76 | 74.95 | 73.91 | 63.84 | 64.57 | 64.39 | 74.37 | 74.28 | 73.40 | 71.20 | 62.96 | 73.88 | 63.97 | 73.43 | 74.02 | 74.03 | 63.69 | 63.26 | 73.37 | 70.32 | 72.58 | 70.83 |
| 446 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.56 | 64.56 | 64.17 | 65.13 | 64.49 | 74.36 | 88.99 | 64.16 | 64.01 | 64.51 | 74.12 | 73.97 | 73.12 | 74.25 | 63.03 | 73.31 | 63.85 | 73.42 | 74.11 | 75.31 | 63.94 | 64.53 | 72.84 | 64.34 | 69.68 | 65.04 |
| 447 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.07 | 64.20 | 69.02 | 64.52 | 64.53 | 74.37 | 74.37 | 64.48 | 65.75 | 64.80 | 74.12 | 74.00 | 88.53 | 73.73 | 63.34 | 73.35 | 74.81 | 73.56 | 74.34 | 75.71 | 63.21 | 63.65 | 73.90 | 64.76 | 73.41 | 73.57 |
| 464 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 64.94 | 64.36 | 64.22 | 65.02 | 64.76 | 74.85 | 74.73 | 63.62 | 89.11 | 63.99 | 74.61 | 74.59 | 73.14 | 63.02 | 63.00 | 73.10 | 63.64 | 73.11 | 73.83 | 74.26 | 63.74 | 63.21 | 72.63 | 63.44 | 64.07 | 65.03 |
| 465 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.70 | 64.60 | 63.92 | 64.49 | 64.18 | 74.90 | 74.82 | 69.98 | 64.79 | 65.05 | 74.09 | 87.17 | 71.53 | 73.57 | 63.24 | 73.46 | 63.17 | 73.11 | 86.99 | 73.01 | 62.74 | 64.74 | 72.17 | 64.65 | 73.81 | 65.01 |
| 466 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 65.01 | 64.93 | 64.51 | 64.78 | 64.96 | 74.92 | 74.06 | 62.96 | 64.17 | 65.25 | 74.58 | 74.26 | 73.41 | 63.21 | 64.33 | 73.89 | 63.89 | 73.05 | 73.84 | 74.04 | 64.47 | 64.19 | 73.28 | 63.94 | 73.41 | 64.42 |
| 467 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.80 | 65.04 | 64.76 | 64.96 | 64.13 | 74.42 | 74.35 | 62.82 | 64.58 | 64.56 | 74.58 | 73.53 | 73.15 | 71.85 | 63.51 | 73.49 | 87.54 | 74.32 | 73.86 | 70.55 | 63.69 | 63.94 | 72.43 | 64.63 | 64.20 | 64.76 |
| 484 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 70.58 | 64.51 | 88.26 | 65.01 | 65.20 | 74.86 | 74.26 | 64.86 | 64.78 | 70.75 | 73.37 | 73.49 | 73.70 | 72.22 | 64.21 | 72.79 | 72.81 | 73.85 | 74.11 | 75.01 | 73.26 | 63.64 | 72.70 | 63.96 | 70.48 | 73.86 |
| 485 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 70.06 | 64.74 | 62.96 | 64.81 | 64.34 | 74.51 | 88.45 | 63.16 | 71.23 | 89.24 | 74.14 | 74.76 | 73.64 | 73.69 | 63.66 | 87.65 | 63.43 | 73.69 | 73.79 | 74.68 | 62.71 | 63.51 | 72.92 | 64.63 | 73.29 | 73.40 |
| 486 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.61 | 65.37 | 69.37 | 65.76 | 64.69 | 70.55 | 73.75 | 64.21 | 73.51 | 64.84 | 70.89 | 74.59 | 71.80 | 73.28 | 64.35 | 73.52 | 56.34 | 72.99 | 73.28 | 72.21 | 64.32 | 65.42 | 72.91 | 65.46 | 73.83 | 72.62 |
| 487 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.63 | 64.15 | 85.49 | 64.02 | 64.78 | 75.00 | 74.66 | 63.93 | 87.94 | 64.70 | 71.82 | 71.29 | 73.59 | 71.19 | 63.80 | 70.83 | 88.18 | 73.28 | 71.50 | 74.61 | 63.64 | 86.43 | 70.26 | 73.54 | 70.52 | 74.14 |
| 504 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.80 | 64.86 | 69.39 | 64.04 | 64.04 | 74.88 | 86.86 | 64.27 | 73.81 | 64.06 | 74.34 | 74.01 | 73.13 | 73.35 | 63.82 | 72.66 | 74.48 | 70.52 | 74.91 | 75.02 | 62.39 | 64.59 | 73.19 | 64.57 | 74.09 | 64.49 |
| 505 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.38 | 63.92 | 86.77 | 64.45 | 64.51 | 74.54 | 74.24 | 63.64 | 63.85 | 64.84 | 74.09 | 74.27 | 73.97 | 73.57 | 63.77 | 74.12 | 74.26 | 73.69 | 70.90 | 75.20 | 64.24 | 63.94 | 73.30 | 63.75 | 73.90 | 74.42 |
| 506 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 64.34 | 64.52 | 63.65 | 64.65 | 64.66 | 74.06 | 74.18 | 63.81 | 74.04 | 64.55 | 71.22 | 88.43 | 90.32 | 73.87 | 63.77 | 73.76 | 63.72 | 73.83 | 73.62 | 74.54 | 63.15 | 65.01 | 70.47 | 63.96 | 63.72 | 64.53 |
| 507 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.03 | 64.70 | 63.32 | 64.42 | 65.00 | 74.43 | 73.54 | 65.04 | 64.10 | 64.78 | 71.09 | 74.72 | 72.93 | 73.46 | 64.19 | 74.00 | 70.52 | 73.00 | 73.79 | 74.40 | 63.87 | 63.94 | 73.16 | 63.94 | 71.03 | 73.85 |
| 524 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.43 | 64.97 | 64.37 | 65.29 | 64.22 | 75.14 | 87.95 | 88.84 | 69.36 | 64.60 | 73.84 | 74.89 | 73.15 | 62.91 | 63.87 | 71.22 | 63.64 | 73.67 | 74.33 | 75.02 | 65.01 | 63.72 | 72.69 | 65.03 | 73.33 | 64.10 |
| 525 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.00 | 64.11 | 64.76 | 64.93 | 64.72 | 74.33 | 73.58 | 64.48 | 64.62 | 65.65 | 73.84 | 63.57 | 73.13 | 73.86 | 64.13 | 73.10 | 64.01 | 70.93 | 74.60 | 75.13 | 64.37 | 64.08 | 71.89 | 64.33 | 63.59 | 74.34 |
| 526 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.59 | 64.70 | 64.43 | 64.92 | 64.51 | 63.90 | 74.78 | 63.84 | 63.67 | 69.38 | 73.76 | 70.30 | 73.15 | 62.71 | 62.85 | 73.50 | 63.35 | 71.87 | 74.09 | 70.15 | 63.69 | 63.80 | 73.07 | 64.66 | 73.62 | 73.36 |
| 527 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.06 | 64.98 | 86.98 | 65.26 | 65.00 | 63.42 | 73.85 | 64.60 | 64.18 | 65.18 | 70.87 | 69.42 | 73.63 | 73.35 | 64.31 | 72.40 | 63.06 | 87.33 | 74.21 | 74.01 | 63.42 | 64.91 | 73.18 | 64.63 | 64.01 | 73.61 |
| 544 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.80 | 90.66 | 89.94 | 90.48 | 90.14 | 92.50 | 89.20 | 89.98 | 89.72 | 89.89 | 90.71 | 91.28 | 90.89 | 90.77 | 90.12 | 90.96 | 90.81 | 91.07 | 91.73 | 91.33 | 89.36 | 90.16 | 90.15 | 87.45 | 89.64 | 89.32 |
| 545 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.12 | 89.96 | 90.82 | 90.99 | 89.82 | 91.41 | 91.20 | 89.14 | 88.99 | 90.84 | 89.52 | 89.84 | 89.31 | 90.25 | 89.20 | 90.74 | 88.82 | 90.94 | 91.25 | 91.05 | 88.20 | 89.16 | 90.16 | 88.11 | 88.92 | 89.54 |
| 546 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.48 | 90.29 | 91.53 | 90.24 | 90.14 | 89.13 | 91.42 | 89.05 | 90.21 | 90.46 | 91.04 | 90.26 | 90.14 | 90.75 | 89.83 | 90.83 | 90.18 | 91.15 | 91.61 | 91.02 | 88.69 | 89.09 | 88.97 | 88.27 | 91.08 | 89.75 |
| 547 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.22 | 91.78 | 89.63 | 90.66 | 90.89 | 91.19 | 90.07 | 91.62 | 89.81 | 89.60 | 91.12 | 90.58 | 92.60 | 90.47 | 90.61 | 90.67 | 90.44 | 92.16 | 90.29 | 91.07 | 90.18 | 90.53 | 89.50 | 89.07 | 89.26 | 89.51 |
| 564 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.86 | 90.97 | 90.45 | 89.55 | 90.32 | 91.81 | 91.16 | 89.89 | 91.35 | 92.64 | 91.10 | 90.29 | 90.72 | 90.53 | 90.88 | 92.72 | 91.17 | 91.43 | 89.90 | 90.35 | 88.72 | 89.03 | 89.06 | 88.50 | 89.53 | 89.44 |
| 565 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.36 | 90.81 | 90.01 | 89.44 | 90.88 | 89.31 | 90.38 | 90.81 | 90.70 | 89.32 | 91.08 | 89.83 | 89.57 | 90.34 | 89.22 | 90.41 | 90.31 | 91.26 | 90.12 | 90.65 | 88.82 | 88.29 | 88.29 | 88.31 | 90.20 | 89.12 |
| 566 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.04 | 89.42 | 90.70 | 90.58 | 90.29 | 91.38 | 90.16 | 89.90 | 90.43 | 90.31 | 90.96 | 89.94 | 90.66 | 90.62 | 89.87 | 90.61 | 89.18 | 90.45 | 89.87 | 89.76 | 90.14 | 89.40 | 88.86 | 89.05 | 89.87 | 89.06 |
| 567 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.45 | 90.98 | 89.29 | 88.05 | 90.47 | 89.49 | 90.19 | 89.85 | 90.57 | 89.26 | 91.50 | 89.63 | 90.23 | 90.82 | 89.30 | 90.25 | 90.24 | 90.18 | 89.71 | 90.35 | 89.45 | 89.20 | 89.67 | 88.94 | 89.56 | 90.14 |
| 584 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.85 | 89.16 | 91.17 | 88.87 | 89.88 | 88.26 | 89.87 | 90.24 | 90.59 | 88.53 | 90.58 | 88.88 | 89.38 | 88.27 | 88.33 | 88.10 | 89.69 | 88.88 | 90.93 | 90.41 | 89.56 | 89.42 | 88.97 | 89.47 | 89.24 | 88.20 |
| 585 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.74 | 90.28 | 90.01 | 89.57 | 90.45 | 90.31 | 90.50 | 90.93 | 90.09 | 90.69 | 89.91 | 90.75 | 89.11 | 90.24 | 88.53 | 89.91 | 89.40 | 90.48 | 89.89 | 90.92 | 89.99 | 88.97 | 89.70 | 88.65 | 89.99 | 75.20 |
| 586 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.59 | 89.16 | 90.67 | 90.24 | 90.26 | 88.11 | 88.81 | 89.25 | 90.64 | 89.92 | 90.25 | 91.67 | 89.77 | 90.21 | 91.16 | 89.12 | 89.71 | 88.85 | 90.71 | 89.86 | 89.83 | 89.50 | 87.77 | 88.82 | 90.15 | 90.07 |
| 587 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.00 | 90.41 | 90.89 | 91.69 | 90.08 | 90.15 | 90.67 | 90.16 | 89.95 | 90.16 | 89.36 | 89.24 | 90.59 | 90.65 | 89.51 | 90.21 | 90.14 | 90.45 | 90.14 | 91.42 | 90.14 | 88.79 | 88.67 | 88.62 | 90.72 | 89.18 |
| 604 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.54 | 65.17 | 64.66 | 64.92 | 65.26 | 74.61 | 74.88 | 64.58 | 64.92 | 64.55 | 73.87 | 74.08 | 71.05 | 87.22 | 64.03 | 74.09 | 74.22 | 70.94 | 89.09 | 74.83 | 73.61 | 64.26 | 72.69 | 64.47 | 73.67 | 73.61 |
| 605 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 68.79 | 63.67 | 63.55 | 64.28 | 64.27 | 74.23 | 74.28 | 63.34 | 74.25 | 64.41 | 74.37 | 74.65 | 73.84 | 73.83 | 62.58 | 73.10 | 64.10 | 73.41 | 74.46 | 75.16 | 56.07 | 63.61 | 74.14 | 63.21 | 71.61 | 74.38 |
| 606 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.36 | 64.37 | 64.77 | 64.36 | 88.33 | 74.64 | 73.78 | 63.57 | 64.49 | 64.92 | 74.37 | 74.99 | 73.66 | 63.35 | 64.54 | 73.68 | 87.17 | 86.75 | 73.77 | 75.04 | 72.31 | 64.48 | 86.56 | 64.37 | 73.44 | 73.95 |
| 607 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 65.39 | 64.71 | 64.97 | 64.61 | 64.71 | 74.56 | 74.51 | 64.05 | 86.54 | 70.10 | 74.12 | 75.11 | 74.41 | 88.28 | 63.75 | 73.95 | 63.82 | 72.82 | 75.05 | 89.11 | 63.73 | 65.27 | 70.50 | 64.42 | 74.94 | 70.96 |
| 624 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 64.11 | 63.91 | 64.06 | 64.52 | 64.76 | 74.36 | 70.80 | 63.36 | 64.33 | 63.98 | 74.83 | 74.43 | 73.61 | 73.85 | 63.52 | 74.06 | 63.67 | 73.66 | 71.29 | 74.23 | 63.40 | 54.66 | 73.52 | 64.50 | 63.33 | 74.22 |
| 625 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.43 | 64.49 | 64.06 | 64.77 | 63.96 | 75.09 | 74.05 | 64.42 | 71.79 | 64.44 | 74.33 | 73.75 | 73.92 | 73.38 | 63.88 | 73.54 | 70.66 | 73.36 | 74.35 | 75.02 | 62.69 | 65.22 | 70.02 | 70.71 | 63.19 | 73.31 |
| 626 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.09 | 64.62 | 64.45 | 64.74 | 64.67 | 74.51 | 74.09 | 64.01 | 63.92 | 64.71 | 74.36 | 74.36 | 73.65 | 72.95 | 63.25 | 73.51 | 64.25 | 72.85 | 74.17 | 73.73 | 62.71 | 64.17 | 72.44 | 64.97 | 62.71 | 64.58 |
| 627 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.60 | 64.10 | 64.63 | 64.84 | 65.13 | 87.73 | 73.96 | 64.78 | 63.80 | 64.26 | 74.86 | 74.96 | 73.57 | 74.34 | 63.03 | 74.06 | 63.29 | 70.59 | 73.60 | 73.74 | 73.16 | 64.31 | 73.40 | 64.26 | 86.98 | 72.87 |
| 644 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 69.18 | 64.12 | 64.29 | 64.86 | 64.63 | 74.37 | 73.81 | 64.24 | 86.88 | 65.05 | 70.81 | 73.79 | 72.87 | 62.78 | 63.73 | 88.71 | 71.23 | 73.07 | 73.86 | 73.58 | 63.80 | 64.65 | 72.90 | 65.26 | 64.73 | 73.18 |
| 645 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.55 | 64.05 | 64.47 | 64.56 | 64.62 | 63.10 | 74.38 | 64.28 | 64.70 | 64.83 | 74.33 | 63.94 | 88.46 | 62.89 | 63.43 | 73.30 | 64.41 | 73.31 | 73.60 | 74.53 | 64.45 | 64.28 | 72.89 | 63.92 | 65.15 | 64.65 |
| 646 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.34 | 64.93 | 64.51 | 64.74 | 64.24 | 74.96 | 74.51 | 69.99 | 64.80 | 64.82 | 74.08 | 63.09 | 73.67 | 63.19 | 63.44 | 89.27 | 63.33 | 74.27 | 74.11 | 73.73 | 63.16 | 63.81 | 72.39 | 64.07 | 64.71 | 65.48 |
| 647 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 65.67 | 64.63 | 65.25 | 64.90 | 64.48 | 74.36 | 74.06 | 63.67 | 64.91 | 64.30 | 74.62 | 87.73 | 73.57 | 73.90 | 64.20 | 73.60 | 64.45 | 73.10 | 74.86 | 71.39 | 64.52 | 64.14 | 72.67 | 64.42 | 63.77 | 73.39 |
| 664 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 69.02 | 64.60 | 64.00 | 64.17 | 64.27 | 70.72 | 74.91 | 88.57 | 70.82 | 64.77 | 74.37 | 74.25 | 73.65 | 73.74 | 62.13 | 72.51 | 73.62 | 73.32 | 74.57 | 74.28 | 63.69 | 63.91 | 72.64 | 64.56 | 74.56 | 64.33 |
| 665 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.26 | 64.46 | 63.94 | 65.13 | 65.00 | 74.95 | 74.93 | 63.51 | 64.32 | 70.17 | 71.52 | 75.20 | 73.57 | 74.55 | 63.52 | 74.04 | 70.21 | 74.59 | 74.11 | 74.43 | 63.00 | 63.94 | 73.15 | 63.52 | 72.87 | 73.83 |
| 666 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.76 | 65.38 | 65.22 | 65.30 | 65.00 | 74.67 | 69.92 | 64.98 | 74.04 | 65.78 | 74.56 | 71.76 | 71.63 | 72.85 | 64.40 | 74.76 | 73.30 | 87.30 | 74.01 | 73.75 | 63.98 | 64.71 | 72.95 | 73.60 | 73.29 | 74.26 |
| 667 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.48 | 64.26 | 63.80 | 64.29 | 64.74 | 74.39 | 74.06 | 64.60 | 64.18 | 63.61 | 73.84 | 71.39 | 88.50 | 72.79 | 62.46 | 73.46 | 74.26 | 72.83 | 75.76 | 74.26 | 74.11 | 64.99 | 74.83 | 65.56 | 73.83 | 73.61 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.13 | 90.03 | 91.21 | 93.68 | 90.91 | 92.15 | 92.58 | 93.98 | 89.66 | 91.39 | 90.65 | 91.98 | 92.93 | 93.71 | 88.78 | 93.16 | 92.87 | 93.73 | 94.88 | 92.31 | 94.11 | 49.17 | 93.67 | 86.99 | 84.48 | 92.42 |
| 5 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.51 | 90.57 | 92.80 | 90.41 | 94.07 | 91.14 | 93.65 | 93.53 | 93.49 | 93.69 | 92.13 | 90.20 | 93.33 | 93.39 | 93.37 | 92.58 | 93.09 | 93.53 | 88.46 | 92.71 | 92.63 | 91.12 | 91.05 | 92.03 | 85.56 | 94.22 |
| 6 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.05 | 94.25 | 91.21 | 92.07 | 92.05 | 87.54 | 91.05 | 89.09 | 92.84 | 92.46 | 91.00 | 93.21 | 92.75 | 89.39 | 86.00 | 93.17 | 91.45 | 91.35 | 93.69 | 89.22 | 92.59 | 80.87 | 92.02 | 91.47 | 90.67 | 88.71 |
| 7 | 372 | 16 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.92 | 90.93 | 92.46 | 93.54 | 90.77 | 92.58 | 91.78 | 93.29 | 93.91 | 93.50 | 92.43 | 86.00 | 92.37 | 93.30 | 92.13 | 93.35 | 49.17 | 92.38 | 94.85 | 92.69 | 94.48 | 93.14 | 92.81 | 91.35 | 49.17 | 49.17 |
| 24 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.56 | 92.98 | 89.99 | 92.31 | 92.93 | 90.60 | 92.89 | 94.37 | 94.61 | 93.21 | 92.46 | 92.50 | 92.30 | 93.28 | 91.09 | 93.69 | 94.77 | 92.45 | 93.76 | 94.01 | 93.40 | 94.74 | 93.70 | 92.80 | 92.98 | 94.00 |
| 25 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.29 | 91.94 | 93.10 | 91.80 | 93.68 | 90.74 | 93.97 | 95.10 | 94.04 | 93.91 | 92.99 | 93.71 | 89.47 | 92.79 | 92.96 | 93.71 | 92.89 | 91.11 | 94.17 | 93.90 | 93.74 | 93.87 | 94.23 | 94.40 | 94.42 | 94.34 |
| 26 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.14 | 93.65 | 92.74 | 91.50 | 93.27 | 92.91 | 95.38 | 94.35 | 92.94 | 94.58 | 93.40 | 93.00 | 94.60 | 83.45 | 93.06 | 92.99 | 91.67 | 93.04 | 94.65 | 94.10 | 94.13 | 92.28 | 94.55 | 94.22 | 94.82 | 92.91 |
| 27 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.03 | 94.15 | 93.00 | 92.48 | 92.71 | 92.65 | 94.27 | 93.88 | 49.17 | 93.61 | 93.90 | 91.86 | 94.86 | 94.36 | 91.82 | 93.57 | 94.62 | 91.53 | 93.77 | 92.55 | 71.47 | 94.95 | 94.98 | 93.28 | 93.18 | 92.11 |
| 44 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 49.17 | 93.34 | 94.38 | 94.02 | 91.61 | 92.08 | 92.99 | 93.00 | 93.68 | 91.73 | 93.87 | 91.42 | 49.17 | 93.54 | 91.59 | 94.88 | 95.05 | 93.57 | 92.51 | 94.32 | 94.31 | 94.33 | 94.57 | 94.22 | 94.59 | 94.87 |
| 45 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.83 | 94.29 | 92.60 | 93.40 | 93.15 | 90.55 | 92.57 | 93.63 | 94.17 | 94.75 | 92.85 | 93.54 | 93.67 | 94.11 | 93.98 | 93.41 | 49.17 | 92.24 | 93.31 | 93.93 | 94.70 | 94.72 | 92.82 | 90.45 | 95.02 | 93.01 |
| 46 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 94.98 | 93.75 | 94.15 | 89.26 | 92.38 | 93.69 | 94.44 | 95.95 | 92.61 | 93.69 | 93.94 | 91.82 | 95.29 | 93.35 | 95.03 | 94.89 | 94.09 | 93.88 | 93.37 | 92.61 | 95.19 | 94.47 | 94.33 | 92.17 | 92.05 | 91.56 |
| 47 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 49.17 | 92.96 | 93.98 | 94.06 | 92.71 | 94.37 | 92.79 | 49.17 | 91.40 | 94.58 | 92.94 | 92.49 | 93.27 | 93.67 | 93.56 | 93.76 | 95.42 | 92.98 | 93.41 | 89.74 | 94.24 | 93.84 | 88.58 | 93.78 | 93.26 | 94.71 |
| 64 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 50.17 | 58.87 | 67.68 | 58.42 | 65.79 | 76.28 | 51.34 | 57.37 | 87.15 | 51.77 | 76.49 | 57.01 | 55.76 | 75.98 | 58.62 | 75.96 | 86.99 | 51.12 | 57.25 | 56.65 | 67.03 | 58.95 | 79.99 | 57.19 | 68.51 | 57.54 |
| 65 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.76 | 58.29 | 74.67 | 59.67 | 59.19 | 90.69 | 83.04 | 58.49 | 87.77 | 74.55 | 76.42 | 57.32 | 87.74 | 64.73 | 58.60 | 75.61 | 84.36 | 60.58 | 76.38 | 77.08 | 58.69 | 58.17 | 58.13 | 58.25 | 57.83 | 57.79 |
| 66 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.77 | 80.13 | 59.15 | 58.20 | 59.15 | 75.67 | 75.79 | 58.20 | 51.25 | 57.19 | 88.23 | 76.42 | 88.84 | 76.34 | 69.09 | 75.59 | 57.80 | 60.45 | 88.71 | 77.10 | 57.43 | 57.47 | 57.27 | 56.73 | 56.95 | 57.17 |
| 67 | 372 | 16 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.21 | 59.17 | 74.46 | 59.43 | 60.23 | 88.33 | 75.07 | 58.74 | 59.13 | 83.94 | 57.29 | 75.35 | 76.03 | 59.21 | 57.89 | 74.43 | 58.52 | 88.24 | 76.99 | 56.88 | 58.52 | 58.62 | 58.30 | 57.59 | 58.34 | 57.80 |
| 84 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 59.32 | 49.17 | 75.17 | 57.52 | 57.83 | 57.58 | 75.20 | 59.91 | 51.82 | 57.66 | 76.26 | 56.88 | 75.99 | 76.34 | 56.99 | 51.07 | 77.07 | 87.83 | 76.22 | 92.62 | 57.48 | 56.14 | 56.22 | 56.41 | 66.21 | 56.41 |
| 85 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.21 | 57.49 | 58.97 | 58.25 | 67.86 | 76.46 | 74.67 | 57.36 | 89.52 | 75.93 | 76.98 | 57.54 | 89.64 | 57.23 | 56.11 | 90.74 | 56.37 | 76.29 | 76.57 | 75.56 | 63.04 | 56.90 | 56.16 | 57.05 | 56.44 | 59.86 |
| 86 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.93 | 58.31 | 83.79 | 58.56 | 49.17 | 75.64 | 75.60 | 58.31 | 55.49 | 58.26 | 75.19 | 85.62 | 75.54 | 91.63 | 58.03 | 75.12 | 87.48 | 86.85 | 76.34 | 57.33 | 71.68 | 57.14 | 56.81 | 57.07 | 57.13 | 57.43 |
| 87 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.89 | 49.17 | 57.77 | 58.69 | 74.24 | 75.82 | 88.96 | 57.29 | 57.80 | 75.75 | 89.98 | 77.21 | 54.25 | 56.88 | 57.20 | 88.45 | 64.01 | 87.99 | 76.47 | 56.04 | 57.70 | 57.15 | 56.61 | 56.80 | 56.85 | 56.28 |
| 104 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.06 | 58.95 | 75.42 | 58.28 | 58.55 | 76.19 | 75.03 | 57.50 | 88.48 | 61.70 | 91.58 | 57.04 | 87.89 | 56.49 | 57.10 | 88.24 | 57.77 | 75.65 | 75.87 | 56.88 | 57.84 | 86.27 | 76.23 | 56.68 | 85.27 | 57.14 |
| 105 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.07 | 58.20 | 74.71 | 57.26 | 74.64 | 76.23 | 86.85 | 90.58 | 75.53 | 75.79 | 75.48 | 75.91 | 89.62 | 75.91 | 57.86 | 90.41 | 88.90 | 89.94 | 76.02 | 56.86 | 55.97 | 57.19 | 50.56 | 56.10 | 55.98 | 56.87 |
| 106 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.94 | 57.70 | 58.83 | 75.26 | 85.52 | 75.90 | 83.39 | 87.44 | 61.35 | 57.49 | 76.17 | 77.29 | 91.10 | 75.33 | 87.67 | 90.49 | 76.11 | 89.88 | 57.33 | 56.73 | 56.44 | 55.86 | 81.95 | 55.99 | 55.98 | 59.02 |
| 107 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.64 | 74.73 | 88.51 | 58.97 | 59.13 | 90.33 | 75.32 | 57.79 | 88.81 | 75.38 | 90.88 | 91.74 | 89.73 | 90.28 | 58.95 | 75.60 | 75.38 | 87.47 | 57.70 | 91.55 | 75.95 | 56.56 | 56.49 | 56.45 | 57.32 | 57.01 |
| 124 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.15 | 59.78 | 59.60 | 59.85 | 59.34 | 76.32 | 51.47 | 57.58 | 59.01 | 58.46 | 86.94 | 57.27 | 75.57 | 57.65 | 58.29 | 57.28 | 58.20 | 75.27 | 76.85 | 49.79 | 72.21 | 59.17 | 57.73 | 57.80 | 57.90 | 57.87 |
| 125 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.77 | 50.53 | 59.19 | 58.75 | 73.99 | 50.69 | 75.06 | 58.47 | 64.17 | 59.41 | 88.09 | 57.61 | 75.87 | 77.06 | 58.26 | 76.41 | 63.88 | 62.81 | 75.85 | 77.36 | 57.21 | 68.71 | 57.02 | 57.57 | 58.79 | 57.75 |
| 126 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 61.90 | 55.76 | 66.50 | 57.72 | 58.76 | 75.47 | 74.48 | 56.75 | 74.87 | 55.60 | 77.19 | 56.32 | 90.07 | 88.95 | 57.40 | 79.22 | 54.70 | 63.19 | 90.72 | 56.18 | 56.05 | 56.79 | 56.92 | 56.45 | 55.63 | 55.80 |
| 127 | 372 | 16 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 50.67 | 77.26 | 87.78 | 74.95 | 73.98 | 75.38 | 74.45 | 58.82 | 75.68 | 58.56 | 76.28 | 88.51 | 88.68 | 50.73 | 58.81 | 89.38 | 57.34 | 74.62 | 75.91 | 90.68 | 65.43 | 58.09 | 57.65 | 57.70 | 86.09 | 58.12 |
| 144 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.46 | 58.44 | 59.47 | 59.30 | 74.59 | 75.71 | 73.38 | 58.25 | 87.50 | 80.00 | 76.31 | 88.48 | 57.21 | 58.51 | 58.58 | 75.44 | 58.15 | 77.20 | 89.93 | 76.55 | 65.42 | 57.23 | 57.02 | 57.15 | 56.66 | 57.83 |
| 145 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.92 | 63.06 | 58.51 | 58.17 | 58.08 | 75.54 | 75.07 | 58.57 | 75.25 | 56.66 | 77.00 | 89.91 | 75.70 | 75.04 | 49.17 | 57.82 | 49.49 | 89.26 | 76.51 | 56.28 | 56.66 | 57.39 | 76.57 | 59.84 | 56.07 | 64.83 |
| 146 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.02 | 58.51 | 74.51 | 57.87 | 59.22 | 76.25 | 84.52 | 56.82 | 75.34 | 57.16 | 57.04 | 76.37 | 77.10 | 84.33 | 61.63 | 75.60 | 57.01 | 56.43 | 89.31 | 50.83 | 56.80 | 55.77 | 56.10 | 56.68 | 56.47 | 58.10 |
| 147 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.16 | 76.12 | 74.61 | 57.66 | 50.62 | 76.05 | 74.75 | 57.01 | 76.16 | 61.80 | 76.80 | 57.29 | 89.42 | 64.37 | 56.90 | 89.92 | 87.24 | 76.91 | 89.33 | 55.93 | 56.28 | 56.71 | 50.81 | 56.37 | 57.35 | 56.12 |
| 164 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.57 | 58.78 | 58.54 | 58.79 | 58.51 | 75.48 | 89.96 | 57.75 | 75.15 | 57.27 | 58.19 | 57.62 | 90.14 | 75.35 | 58.52 | 68.45 | 57.41 | 86.57 | 75.99 | 76.27 | 56.25 | 55.86 | 76.44 | 56.57 | 56.59 | 56.54 |
| 165 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 53.64 | 57.51 | 65.03 | 58.30 | 86.10 | 76.34 | 88.12 | 57.40 | 75.44 | 57.25 | 75.87 | 57.86 | 75.66 | 74.89 | 58.53 | 90.58 | 91.74 | 89.37 | 76.02 | 76.84 | 56.33 | 56.35 | 76.24 | 56.57 | 56.93 | 56.08 |
| 166 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.17 | 74.74 | 67.61 | 58.35 | 57.55 | 76.17 | 88.71 | 58.47 | 91.53 | 57.47 | 76.04 | 57.55 | 75.30 | 75.23 | 58.01 | 76.21 | 76.30 | 75.51 | 75.66 | 76.77 | 56.19 | 56.88 | 56.33 | 56.12 | 56.23 | 87.60 |
| 167 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.25 | 55.92 | 62.61 | 58.22 | 75.15 | 75.78 | 90.95 | 58.55 | 89.63 | 75.32 | 58.26 | 56.90 | 90.08 | 74.75 | 58.17 | 89.88 | 57.46 | 56.51 | 76.27 | 56.89 | 56.43 | 57.05 | 56.42 | 56.44 | 56.67 | 56.44 |
| 184 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.97 | 84.24 | 92.92 | 91.27 | 90.54 | 92.24 | 92.68 | 90.01 | 90.97 | 92.28 | 85.66 | 93.30 | 92.60 | 91.43 | 90.50 | 92.35 | 90.90 | 91.58 | 90.19 | 92.28 | 91.90 | 91.59 | 93.55 | 77.71 | 87.62 | 92.53 |
| 185 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.45 | 90.70 | 93.18 | 93.76 | 92.45 | 92.54 | 93.37 | 92.34 | 93.42 | 92.42 | 92.51 | 90.14 | 93.85 | 94.56 | 94.25 | 92.97 | 92.83 | 92.55 | 93.94 | 93.63 | 93.33 | 93.82 | 94.93 | 92.44 | 90.07 | 93.54 |
| 186 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.99 | 89.38 | 91.48 | 90.48 | 90.69 | 91.34 | 93.73 | 92.97 | 93.72 | 92.53 | 92.85 | 90.47 | 94.25 | 93.33 | 92.16 | 92.18 | 95.60 | 89.73 | 93.92 | 92.91 | 90.54 | 93.56 | 94.24 | 91.88 | 92.29 | 90.77 |
| 187 | 372 | 16 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.43 | 90.88 | 89.60 | 91.80 | 94.74 | 91.49 | 92.17 | 93.47 | 93.10 | 92.24 | 92.30 | 92.00 | 91.91 | 93.83 | 92.89 | 92.48 | 92.30 | 92.22 | 91.92 | 89.62 | 93.03 | 93.68 | 92.58 | 93.13 | 94.46 | 91.04 |
| 204 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.33 | 90.57 | 93.75 | 90.50 | 91.82 | 92.19 | 93.02 | 93.45 | 92.57 | 92.84 | 90.29 | 92.95 | 93.64 | 93.87 | 94.46 | 94.33 | 93.35 | 92.42 | 92.15 | 92.43 | 90.75 | 93.90 | 95.00 | 90.27 | 94.30 | 90.67 |
| 205 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.35 | 92.67 | 90.55 | 94.05 | 90.26 | 92.83 | 95.55 | 93.30 | 91.84 | 93.65 | 88.73 | 92.00 | 92.94 | 93.52 | 94.11 | 93.69 | 94.59 | 93.38 | 90.04 | 90.32 | 94.82 | 94.38 | 93.19 | 93.99 | 92.93 | 92.85 |
| 206 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.02 | 91.34 | 92.80 | 94.81 | 92.49 | 90.98 | 92.88 | 94.17 | 92.57 | 94.31 | 92.25 | 92.08 | 92.93 | 93.41 | 94.13 | 93.67 | 95.00 | 92.31 | 93.20 | 92.53 | 94.36 | 93.66 | 93.43 | 94.36 | 93.25 | 94.24 |
| 207 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.03 | 92.68 | 93.36 | 90.69 | 93.70 | 90.32 | 93.22 | 94.10 | 93.84 | 93.70 | 89.51 | 93.15 | 93.82 | 93.03 | 93.43 | 93.87 | 94.35 | 94.05 | 93.31 | 92.23 | 94.34 | 93.92 | 93.68 | 93.56 | 93.01 | 92.06 |
| 224 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.40 | 94.37 | 94.03 | 92.58 | 93.99 | 93.40 | 92.70 | 95.32 | 94.47 | 92.88 | 89.84 | 91.89 | 93.85 | 94.41 | 91.84 | 93.86 | 93.44 | 92.99 | 92.14 | 93.32 | 94.98 | 94.68 | 93.96 | 94.51 | 95.10 | 94.37 |
| 225 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 95.41 | 93.30 | 93.55 | 93.21 | 92.65 | 92.50 | 92.85 | 94.57 | 90.90 | 93.69 | 94.38 | 91.47 | 94.65 | 94.47 | 90.51 | 93.57 | 94.29 | 89.84 | 93.41 | 93.58 | 94.48 | 95.23 | 93.17 | 91.80 | 93.59 | 91.32 |
| 226 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.45 | 91.72 | 93.66 | 93.60 | 93.53 | 91.21 | 93.97 | 95.09 | 92.54 | 94.28 | 90.28 | 92.62 | 93.24 | 96.13 | 92.73 | 94.55 | 93.87 | 91.09 | 92.23 | 92.95 | 94.17 | 94.49 | 92.77 | 93.10 | 94.45 | 87.88 |
| 227 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.90 | 92.57 | 94.32 | 92.77 | 94.13 | 89.94 | 95.25 | 95.40 | 93.21 | 94.17 | 92.74 | 92.34 | 93.02 | 94.32 | 91.98 | 92.80 | 93.62 | 94.14 | 94.10 | 93.24 | 92.61 | 94.10 | 94.70 | 94.39 | 94.22 | 77.29 |
| 244 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 62.44 | 57.04 | 57.00 | 63.41 | 56.39 | 82.11 | 53.08 | 56.72 | 56.59 | 88.60 | 76.96 | 56.70 | 76.15 | 59.30 | 56.79 | 64.33 | 56.96 | 75.12 | 76.95 | 56.45 | 57.18 | 57.44 | 56.48 | 56.58 | 57.26 | 57.21 |
| 245 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 56.81 | 69.21 | 63.24 | 59.12 | 59.25 | 75.99 | 74.13 | 67.46 | 58.11 | 58.45 | 92.11 | 56.95 | 75.93 | 75.42 | 57.90 | 56.47 | 57.53 | 88.29 | 56.76 | 89.72 | 57.83 | 57.33 | 56.87 | 57.66 | 57.84 | 57.11 |
| 246 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.96 | 64.22 | 50.38 | 58.64 | 59.62 | 76.05 | 74.54 | 59.05 | 58.90 | 58.84 | 75.41 | 76.34 | 74.58 | 61.69 | 62.50 | 60.00 | 62.47 | 60.19 | 76.59 | 56.15 | 57.99 | 57.61 | 58.79 | 58.03 | 58.92 | 63.73 |
| 247 | 372 | 16 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.55 | 59.03 | 75.75 | 58.00 | 57.43 | 75.88 | 89.86 | 80.12 | 56.87 | 89.07 | 76.96 | 77.30 | 75.71 | 56.01 | 58.87 | 88.22 | 64.59 | 56.55 | 89.72 | 56.14 | 74.27 | 61.82 | 56.61 | 56.31 | 56.73 | 56.55 |
| 264 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 56.98 | 59.99 | 50.90 | 74.89 | 50.98 | 76.36 | 74.18 | 58.50 | 87.79 | 89.06 | 88.48 | 91.55 | 89.20 | 75.39 | 59.20 | 74.95 | 58.19 | 87.83 | 75.79 | 76.18 | 57.18 | 57.05 | 75.97 | 57.41 | 57.46 | 58.00 |
| 265 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 56.15 | 74.93 | 86.95 | 58.02 | 58.78 | 75.87 | 75.48 | 58.05 | 75.73 | 57.39 | 76.16 | 90.92 | 76.48 | 49.66 | 56.94 | 75.17 | 76.76 | 87.63 | 76.71 | 76.67 | 56.51 | 57.94 | 56.66 | 56.91 | 56.87 | 56.94 |
| 266 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.67 | 58.11 | 59.01 | 58.40 | 74.41 | 75.81 | 90.02 | 57.55 | 88.93 | 58.16 | 76.57 | 57.54 | 88.00 | 57.08 | 57.13 | 75.49 | 56.84 | 88.11 | 57.20 | 76.99 | 56.46 | 56.28 | 50.19 | 56.26 | 58.07 | 57.20 |
| 267 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 64.49 | 57.91 | 57.59 | 72.06 | 64.80 | 89.74 | 87.64 | 56.46 | 50.09 | 76.15 | 76.50 | 56.78 | 91.66 | 75.23 | 57.76 | 75.81 | 56.76 | 82.52 | 76.02 | 90.12 | 57.33 | 57.22 | 75.32 | 57.05 | 56.22 | 56.86 |
| 284 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.70 | 59.29 | 74.85 | 58.96 | 74.52 | 75.06 | 75.44 | 58.32 | 74.95 | 58.56 | 75.43 | 76.63 | 88.72 | 74.23 | 57.82 | 76.88 | 59.23 | 49.17 | 75.74 | 92.27 | 56.78 | 57.47 | 56.77 | 56.96 | 57.25 | 57.25 |
| 285 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.19 | 58.57 | 58.26 | 58.79 | 60.98 | 75.36 | 75.06 | 58.29 | 87.66 | 87.33 | 91.60 | 57.05 | 89.55 | 50.74 | 57.99 | 75.43 | 57.70 | 75.49 | 76.33 | 75.61 | 56.76 | 56.24 | 49.94 | 56.57 | 57.03 | 56.42 |
| 286 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.00 | 70.54 | 58.69 | 58.31 | 59.01 | 57.70 | 74.93 | 58.26 | 74.51 | 90.02 | 75.04 | 58.39 | 89.83 | 74.25 | 58.75 | 85.95 | 83.76 | 76.62 | 57.20 | 56.98 | 56.92 | 56.44 | 76.11 | 56.57 | 57.32 | 56.42 |
| 287 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 76.22 | 58.81 | 59.09 | 57.95 | 75.42 | 75.78 | 74.88 | 57.59 | 74.60 | 57.82 | 89.89 | 76.07 | 91.34 | 58.63 | 57.35 | 75.07 | 75.11 | 90.38 | 90.89 | 91.70 | 56.96 | 57.10 | 76.17 | 56.67 | 56.29 | 57.10 |
| 304 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 75.52 | 55.65 | 56.82 | 56.72 | 57.13 | 77.23 | 74.46 | 56.81 | 74.29 | 87.67 | 77.35 | 55.85 | 64.99 | 53.92 | 56.21 | 76.16 | 54.14 | 64.55 | 77.35 | 77.07 | 55.95 | 56.03 | 56.49 | 55.52 | 63.33 | 55.40 |
| 305 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 51.91 | 58.98 | 51.46 | 59.03 | 51.52 | 66.63 | 75.64 | 57.13 | 75.34 | 57.49 | 76.74 | 56.93 | 74.81 | 57.66 | 57.35 | 76.37 | 57.54 | 74.82 | 76.79 | 57.19 | 56.99 | 56.84 | 84.40 | 57.71 | 57.13 | 56.63 |
| 306 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 50.29 | 58.23 | 82.93 | 50.82 | 74.45 | 76.00 | 87.19 | 57.36 | 75.09 | 60.33 | 56.89 | 56.61 | 76.32 | 56.17 | 50.83 | 87.15 | 57.27 | 56.25 | 77.03 | 55.76 | 58.10 | 56.59 | 56.78 | 56.71 | 56.62 | 56.29 |
| 307 | 372 | 16 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.43 | 58.71 | 58.34 | 58.70 | 60.07 | 75.84 | 79.95 | 57.76 | 57.44 | 57.91 | 50.25 | 56.58 | 76.45 | 58.42 | 59.18 | 87.57 | 57.66 | 56.60 | 76.62 | 90.77 | 58.17 | 68.05 | 73.20 | 56.67 | 57.80 | 57.42 |
| 324 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.31 | 58.17 | 58.52 | 67.27 | 59.58 | 86.96 | 75.08 | 85.49 | 85.71 | 50.92 | 75.59 | 57.85 | 76.12 | 88.61 | 59.41 | 86.46 | 89.80 | 67.55 | 75.91 | 75.91 | 58.16 | 58.82 | 57.47 | 56.91 | 57.64 | 57.10 |
| 325 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.24 | 57.86 | 52.67 | 57.21 | 75.46 | 75.76 | 87.78 | 58.78 | 86.69 | 57.37 | 75.71 | 75.78 | 86.68 | 92.06 | 57.95 | 88.74 | 75.92 | 58.22 | 76.60 | 76.29 | 56.99 | 55.87 | 57.01 | 57.01 | 56.77 | 57.50 |
| 326 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.72 | 75.32 | 75.32 | 50.00 | 59.10 | 75.99 | 74.82 | 90.56 | 89.29 | 57.73 | 75.52 | 57.07 | 76.46 | 50.98 | 57.16 | 76.25 | 57.76 | 74.85 | 76.71 | 86.87 | 56.12 | 58.16 | 50.01 | 57.12 | 57.11 | 57.11 |
| 327 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.37 | 58.47 | 61.14 | 57.95 | 53.63 | 76.12 | 91.09 | 63.81 | 57.85 | 58.09 | 76.21 | 57.31 | 89.04 | 88.30 | 58.00 | 75.76 | 49.40 | 75.27 | 50.24 | 56.78 | 56.96 | 57.08 | 56.76 | 57.41 | 57.35 | 57.10 |
| 344 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 57.88 | 58.70 | 58.67 | 58.27 | 58.45 | 75.53 | 90.52 | 76.04 | 89.07 | 90.93 | 75.24 | 75.64 | 88.08 | 75.14 | 58.36 | 90.27 | 58.02 | 49.33 | 91.04 | 57.30 | 57.32 | 56.44 | 56.78 | 57.18 | 67.61 | 56.81 |
| 345 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.63 | 57.80 | 81.29 | 75.17 | 49.64 | 75.72 | 88.43 | 57.72 | 90.77 | 57.70 | 90.57 | 75.65 | 86.28 | 51.00 | 58.16 | 75.94 | 90.56 | 75.67 | 75.49 | 56.65 | 56.84 | 56.83 | 75.75 | 56.95 | 56.48 | 57.16 |
| 346 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.24 | 64.47 | 88.84 | 58.87 | 58.30 | 75.48 | 88.93 | 58.47 | 75.78 | 56.48 | 89.59 | 76.15 | 75.19 | 90.25 | 58.77 | 75.44 | 50.23 | 90.61 | 76.16 | 76.33 | 56.26 | 57.07 | 56.51 | 57.01 | 56.82 | 62.67 |
| 347 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.15 | 87.61 | 58.67 | 58.45 | 58.39 | 89.05 | 88.72 | 57.52 | 89.82 | 75.05 | 75.97 | 90.15 | 88.84 | 57.66 | 49.01 | 91.31 | 89.48 | 74.93 | 91.03 | 77.12 | 56.92 | 56.36 | 56.51 | 56.91 | 56.93 | 57.24 |
| 364 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.33 | 94.45 | 92.97 | 94.14 | 93.21 | 91.76 | 92.51 | 91.93 | 92.46 | 92.69 | 93.46 | 89.89 | 91.57 | 93.43 | 93.17 | 92.74 | 93.27 | 92.41 | 92.66 | 92.51 | 93.78 | 90.81 | 92.45 | 92.91 | 93.58 | 92.80 |
| 365 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.04 | 92.29 | 92.91 | 91.24 | 93.57 | 93.59 | 90.23 | 91.10 | 91.55 | 92.82 | 93.28 | 92.18 | 93.65 | 92.17 | 93.11 | 90.40 | 93.55 | 92.45 | 90.17 | 91.49 | 92.48 | 94.25 | 92.84 | 93.07 | 93.89 | 92.01 |
| 366 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.34 | 92.56 | 93.06 | 93.04 | 93.89 | 91.68 | 92.30 | 92.52 | 91.90 | 91.73 | 92.41 | 92.55 | 92.29 | 92.76 | 94.20 | 92.92 | 93.44 | 91.97 | 93.54 | 92.52 | 94.24 | 94.07 | 92.62 | 93.55 | 91.52 | 92.06 |
| 367 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.42 | 94.00 | 93.65 | 92.29 | 93.10 | 88.73 | 90.10 | 91.36 | 92.23 | 93.95 | 91.58 | 91.08 | 92.43 | 94.40 | 90.37 | 93.81 | 92.82 | 94.50 | 91.51 | 93.09 | 92.67 | 93.38 | 93.51 | 91.42 | 91.69 | 90.48 |
| 384 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.08 | 93.56 | 92.63 | 93.09 | 92.31 | 87.91 | 91.92 | 92.60 | 91.78 | 92.57 | 92.30 | 91.84 | 92.08 | 91.55 | 93.58 | 93.42 | 93.14 | 92.47 | 93.51 | 91.08 | 93.23 | 93.16 | 92.44 | 92.78 | 92.44 | 93.31 |
| 385 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.00 | 94.19 | 93.79 | 92.98 | 93.28 | 90.66 | 91.21 | 91.85 | 92.42 | 93.46 | 92.50 | 92.84 | 92.33 | 93.35 | 93.45 | 93.96 | 93.31 | 92.95 | 91.64 | 90.73 | 93.92 | 94.03 | 93.20 | 93.45 | 92.91 | 92.01 |
| 386 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.75 | 93.45 | 92.65 | 92.41 | 92.77 | 91.41 | 93.54 | 93.02 | 91.40 | 93.14 | 92.76 | 91.99 | 92.33 | 94.09 | 91.93 | 92.58 | 93.73 | 92.05 | 92.35 | 92.96 | 93.84 | 93.04 | 93.89 | 92.46 | 93.02 | 91.63 |
| 387 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.78 | 93.09 | 91.86 | 93.83 | 92.32 | 90.87 | 92.87 | 92.27 | 91.27 | 92.30 | 91.97 | 92.13 | 91.49 | 93.96 | 93.39 | 92.06 | 93.45 | 93.36 | 88.08 | 88.49 | 94.18 | 91.97 | 92.47 | 92.12 | 92.06 | 92.12 |
| 404 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.58 | 92.90 | 92.38 | 93.01 | 92.47 | 89.26 | 93.58 | 92.14 | 92.21 | 92.39 | 91.89 | 90.59 | 93.60 | 93.19 | 93.06 | 93.34 | 93.01 | 90.31 | 93.09 | 91.19 | 94.12 | 78.20 | 94.14 | 94.27 | 76.68 | 92.81 |
| 405 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.29 | 93.03 | 92.15 | 92.82 | 93.26 | 91.35 | 94.47 | 93.59 | 91.58 | 93.59 | 92.15 | 92.41 | 92.89 | 93.40 | 94.10 | 93.61 | 94.20 | 90.88 | 92.50 | 92.38 | 93.20 | 93.11 | 93.72 | 92.92 | 76.87 | 91.32 |
| 406 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.38 | 93.29 | 92.45 | 92.72 | 93.00 | 91.44 | 93.11 | 93.64 | 92.90 | 92.74 | 92.68 | 93.46 | 93.64 | 94.50 | 93.94 | 91.47 | 94.06 | 91.41 | 93.68 | 93.04 | 93.15 | 93.73 | 92.79 | 93.31 | 94.40 | 91.22 |
| 407 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.30 | 92.80 | 92.53 | 91.97 | 94.26 | 91.60 | 94.01 | 91.95 | 91.67 | 90.11 | 92.84 | 92.85 | 92.89 | 93.74 | 93.11 | 93.17 | 93.40 | 92.43 | 93.13 | 92.08 | 94.34 | 93.53 | 93.03 | 92.21 | 94.03 | 93.04 |
| 424 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 69.84 | 57.94 | 58.46 | 58.23 | 59.68 | 74.14 | 74.78 | 58.82 | 88.43 | 58.83 | 76.69 | 74.11 | 67.43 | 73.32 | 59.24 | 72.67 | 69.26 | 74.16 | 75.29 | 74.78 | 57.74 | 59.22 | 74.73 | 57.96 | 90.04 | 74.99 |
| 425 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.68 | 57.69 | 58.14 | 57.89 | 57.94 | 90.10 | 75.06 | 57.52 | 59.43 | 57.88 | 69.17 | 75.71 | 74.93 | 73.68 | 58.43 | 74.80 | 74.70 | 74.18 | 76.14 | 88.08 | 57.19 | 56.74 | 74.88 | 58.23 | 74.05 | 57.20 |
| 426 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 70.62 | 57.82 | 57.88 | 57.51 | 58.20 | 74.61 | 75.58 | 57.89 | 57.72 | 68.58 | 69.50 | 75.43 | 73.86 | 74.29 | 58.21 | 74.66 | 74.98 | 74.59 | 76.10 | 74.83 | 57.71 | 57.25 | 76.04 | 57.20 | 56.43 | 57.73 |
| 427 | 372 | 16 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.27 | 58.11 | 58.72 | 57.85 | 58.23 | 75.91 | 68.89 | 68.37 | 76.14 | 58.89 | 74.38 | 75.06 | 75.38 | 74.22 | 58.69 | 74.30 | 70.02 | 74.39 | 74.47 | 69.76 | 75.09 | 57.15 | 75.16 | 67.50 | 73.81 | 88.30 |
| 444 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.44 | 59.37 | 58.88 | 58.98 | 58.45 | 75.09 | 74.63 | 58.99 | 67.43 | 58.27 | 75.12 | 75.60 | 74.11 | 73.87 | 58.33 | 73.72 | 60.12 | 73.43 | 75.35 | 73.95 | 57.23 | 58.11 | 75.78 | 57.27 | 76.09 | 57.53 |
| 445 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.58 | 57.35 | 57.84 | 57.51 | 59.15 | 74.89 | 73.60 | 58.11 | 58.14 | 58.67 | 75.11 | 74.26 | 72.44 | 68.87 | 57.84 | 73.81 | 58.63 | 74.49 | 74.88 | 75.28 | 57.18 | 56.85 | 75.72 | 68.79 | 74.96 | 69.07 |
| 446 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.44 | 58.47 | 58.49 | 58.37 | 58.70 | 75.39 | 91.55 | 58.97 | 57.80 | 57.77 | 75.59 | 74.91 | 74.66 | 72.95 | 58.46 | 73.02 | 58.23 | 73.79 | 75.42 | 75.18 | 57.16 | 58.00 | 75.77 | 59.06 | 67.67 | 58.38 |
| 447 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.32 | 58.26 | 68.42 | 58.03 | 58.14 | 74.66 | 74.57 | 58.50 | 59.15 | 58.67 | 75.11 | 75.05 | 90.31 | 74.44 | 58.27 | 73.00 | 75.61 | 74.21 | 74.84 | 75.58 | 57.66 | 57.12 | 76.35 | 57.01 | 75.25 | 76.24 |
| 464 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.51 | 58.67 | 58.74 | 58.55 | 59.02 | 75.53 | 74.58 | 58.42 | 92.01 | 57.67 | 76.09 | 74.92 | 74.00 | 57.84 | 58.05 | 71.33 | 58.83 | 73.42 | 74.91 | 75.16 | 57.07 | 58.24 | 75.41 | 57.03 | 59.94 | 57.86 |
| 465 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 58.22 | 58.63 | 58.58 | 58.58 | 59.19 | 75.70 | 73.97 | 68.17 | 57.88 | 59.01 | 75.55 | 90.42 | 68.83 | 74.10 | 58.46 | 73.42 | 57.65 | 71.97 | 90.35 | 75.31 | 57.75 | 57.43 | 75.58 | 58.68 | 75.45 | 57.78 |
| 466 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.40 | 58.15 | 58.71 | 58.22 | 60.35 | 75.96 | 73.81 | 58.36 | 58.65 | 57.79 | 75.37 | 75.58 | 74.63 | 59.43 | 58.88 | 72.62 | 58.96 | 73.29 | 75.15 | 75.56 | 57.36 | 57.75 | 74.02 | 57.62 | 75.73 | 58.47 |
| 467 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.93 | 58.62 | 58.71 | 58.53 | 58.88 | 74.67 | 74.50 | 57.47 | 58.98 | 58.56 | 74.62 | 75.22 | 74.43 | 69.65 | 59.02 | 72.48 | 90.68 | 73.47 | 75.35 | 70.22 | 56.51 | 57.99 | 76.14 | 58.67 | 58.16 | 57.78 |
| 484 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.04 | 57.20 | 91.28 | 58.85 | 59.04 | 76.44 | 73.69 | 59.51 | 58.20 | 68.90 | 74.68 | 75.12 | 72.96 | 68.27 | 59.30 | 74.17 | 72.43 | 75.42 | 75.37 | 75.46 | 74.77 | 57.75 | 75.05 | 57.66 | 68.10 | 75.64 |
| 485 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.93 | 57.70 | 58.02 | 58.68 | 57.95 | 75.33 | 88.81 | 56.62 | 69.21 | 91.75 | 75.60 | 74.73 | 75.12 | 74.18 | 58.12 | 89.77 | 57.64 | 73.54 | 71.01 | 75.59 | 56.22 | 57.82 | 74.71 | 58.43 | 75.62 | 75.34 |
| 486 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.69 | 59.11 | 65.54 | 59.34 | 58.83 | 67.77 | 75.40 | 57.60 | 74.25 | 59.51 | 69.85 | 74.62 | 68.75 | 73.64 | 59.95 | 74.55 | 51.46 | 72.40 | 75.37 | 69.91 | 57.28 | 58.53 | 75.49 | 57.64 | 74.34 | 75.65 |
| 487 | 372 | 16 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.71 | 57.91 | 88.09 | 58.12 | 58.43 | 73.66 | 75.28 | 58.33 | 91.11 | 57.82 | 68.68 | 69.31 | 74.67 | 68.92 | 58.69 | 69.02 | 88.98 | 72.35 | 69.23 | 75.08 | 57.40 | 91.52 | 69.68 | 73.63 | 68.98 | 75.58 |
| 504 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 75.40 | 57.74 | 69.25 | 57.59 | 58.09 | 73.72 | 91.02 | 58.93 | 73.85 | 58.39 | 76.29 | 75.04 | 74.56 | 72.14 | 57.18 | 74.48 | 74.21 | 69.21 | 76.36 | 75.06 | 56.85 | 57.45 | 75.31 | 56.62 | 75.48 | 57.10 |
| 505 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.60 | 58.17 | 89.36 | 58.03 | 57.72 | 75.17 | 74.63 | 57.55 | 56.77 | 57.80 | 74.64 | 74.81 | 72.83 | 74.68 | 58.99 | 72.74 | 72.83 | 72.52 | 69.13 | 75.89 | 58.40 | 57.46 | 74.56 | 56.70 | 75.97 | 76.42 |
| 506 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.36 | 58.01 | 58.81 | 57.76 | 59.81 | 74.73 | 73.03 | 57.84 | 73.93 | 57.95 | 68.18 | 90.11 | 89.34 | 74.24 | 59.55 | 75.04 | 58.58 | 73.43 | 74.86 | 76.11 | 57.38 | 57.82 | 69.69 | 57.46 | 57.72 | 57.06 |
| 507 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.32 | 58.43 | 58.23 | 58.68 | 59.19 | 73.94 | 71.96 | 58.87 | 58.20 | 58.28 | 69.53 | 75.21 | 74.00 | 73.60 | 58.62 | 72.91 | 69.19 | 73.56 | 74.41 | 74.25 | 58.49 | 57.61 | 75.47 | 57.25 | 68.67 | 75.59 |
| 524 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.72 | 58.71 | 58.26 | 59.02 | 59.62 | 76.30 | 89.33 | 90.40 | 68.04 | 57.62 | 75.80 | 75.26 | 74.66 | 58.01 | 58.56 | 68.03 | 58.35 | 73.83 | 74.65 | 75.12 | 58.96 | 57.50 | 75.18 | 57.34 | 75.24 | 57.68 |
| 525 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.40 | 58.13 | 58.94 | 59.14 | 59.37 | 74.89 | 73.32 | 59.18 | 58.45 | 58.67 | 75.12 | 58.96 | 73.95 | 73.65 | 58.38 | 74.49 | 59.29 | 68.51 | 74.74 | 75.67 | 58.48 | 58.67 | 75.91 | 57.48 | 57.85 | 75.86 |
| 526 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.99 | 58.12 | 58.99 | 58.35 | 57.97 | 56.71 | 75.63 | 58.68 | 58.20 | 68.79 | 75.06 | 70.06 | 74.85 | 58.39 | 57.70 | 72.87 | 57.79 | 67.97 | 75.18 | 69.44 | 57.23 | 57.99 | 74.81 | 57.32 | 75.97 | 75.23 |
| 527 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.44 | 59.15 | 89.91 | 59.74 | 59.50 | 58.15 | 74.10 | 58.67 | 58.87 | 58.39 | 69.60 | 68.47 | 75.15 | 74.98 | 59.55 | 68.30 | 58.72 | 88.88 | 74.25 | 75.28 | 56.38 | 59.98 | 75.56 | 58.14 | 58.09 | 76.51 |
| 544 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.04 | 93.31 | 90.75 | 91.33 | 91.74 | 92.63 | 92.27 | 92.51 | 92.04 | 92.34 | 91.87 | 91.55 | 93.03 | 91.97 | 93.12 | 92.90 | 93.37 | 92.92 | 92.54 | 92.57 | 92.43 | 92.64 | 92.66 | 90.94 | 92.76 | 91.86 |
| 545 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.61 | 92.29 | 91.89 | 92.51 | 92.68 | 93.45 | 93.46 | 92.48 | 91.53 | 91.75 | 92.33 | 90.26 | 91.17 | 93.84 | 92.71 | 91.86 | 87.03 | 93.11 | 91.64 | 90.46 | 93.07 | 93.06 | 92.46 | 91.65 | 93.53 | 92.32 |
| 546 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.05 | 92.66 | 92.67 | 92.13 | 93.35 | 91.26 | 92.58 | 92.05 | 89.67 | 92.15 | 91.88 | 92.38 | 91.79 | 93.28 | 91.29 | 92.75 | 93.32 | 94.02 | 92.89 | 93.17 | 93.06 | 93.03 | 93.26 | 92.52 | 93.32 | 92.52 |
| 547 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.30 | 92.83 | 91.60 | 93.66 | 92.78 | 92.48 | 92.23 | 93.01 | 92.68 | 92.21 | 93.86 | 91.41 | 91.37 | 92.39 | 89.62 | 92.25 | 93.46 | 92.87 | 91.15 | 91.82 | 92.68 | 93.36 | 88.56 | 92.58 | 91.90 | 92.71 |
| 564 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.06 | 93.96 | 91.88 | 92.59 | 92.33 | 91.54 | 92.42 | 91.85 | 92.85 | 90.85 | 94.35 | 88.24 | 91.45 | 91.84 | 95.11 | 90.16 | 91.51 | 92.80 | 92.70 | 92.75 | 92.23 | 93.22 | 93.13 | 92.63 | 94.21 | 93.04 |
| 565 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.62 | 93.66 | 93.62 | 92.32 | 92.46 | 87.91 | 92.37 | 91.66 | 91.67 | 91.76 | 92.47 | 91.99 | 89.85 | 93.96 | 93.34 | 92.07 | 93.61 | 92.45 | 89.63 | 90.12 | 93.84 | 93.05 | 93.93 | 93.10 | 92.84 | 92.28 |
| 566 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.24 | 92.53 | 93.39 | 93.39 | 92.33 | 91.96 | 91.67 | 92.54 | 91.55 | 93.12 | 92.33 | 91.25 | 93.09 | 92.90 | 93.61 | 92.88 | 94.31 | 93.12 | 92.64 | 92.69 | 93.30 | 92.07 | 94.16 | 92.40 | 93.12 | 90.72 |
| 567 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.87 | 93.08 | 93.11 | 91.13 | 93.90 | 92.40 | 92.36 | 92.56 | 92.04 | 91.85 | 93.42 | 91.63 | 91.83 | 93.05 | 92.51 | 92.98 | 93.13 | 91.77 | 89.50 | 92.81 | 94.10 | 94.38 | 93.19 | 93.15 | 94.43 | 91.62 |
| 584 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.69 | 94.06 | 93.06 | 92.73 | 93.05 | 92.48 | 92.82 | 92.86 | 92.16 | 91.16 | 92.09 | 89.87 | 92.80 | 92.95 | 92.16 | 91.51 | 92.94 | 91.41 | 92.89 | 92.09 | 93.67 | 93.39 | 92.00 | 92.05 | 92.94 | 90.18 |
| 585 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.32 | 93.14 | 92.76 | 90.70 | 92.55 | 92.70 | 94.05 | 94.45 | 92.73 | 93.42 | 93.16 | 91.52 | 92.24 | 93.32 | 93.09 | 93.73 | 93.64 | 94.09 | 92.23 | 92.12 | 94.73 | 93.91 | 94.13 | 92.91 | 92.47 | 77.25 |
| 586 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.49 | 92.67 | 93.91 | 92.50 | 92.90 | 91.48 | 93.45 | 93.11 | 91.83 | 90.97 | 93.08 | 93.25 | 92.57 | 93.45 | 92.96 | 91.85 | 93.22 | 92.55 | 92.43 | 91.59 | 94.71 | 92.86 | 92.85 | 91.76 | 93.57 | 91.98 |
| 587 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.31 | 92.47 | 93.67 | 92.81 | 92.98 | 91.69 | 94.14 | 92.87 | 91.69 | 93.83 | 94.06 | 91.16 | 92.56 | 92.88 | 93.10 | 92.96 | 93.27 | 94.36 | 93.46 | 93.04 | 93.41 | 93.34 | 93.09 | 92.69 | 92.32 | 92.70 |
| 604 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.86 | 59.46 | 59.70 | 59.95 | 59.15 | 74.94 | 74.59 | 59.29 | 59.22 | 59.52 | 75.11 | 74.44 | 68.54 | 89.25 | 59.55 | 75.29 | 73.73 | 69.27 | 89.90 | 75.01 | 74.96 | 58.32 | 75.07 | 58.88 | 76.11 | 75.71 |
| 605 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 68.44 | 57.31 | 57.97 | 57.88 | 57.46 | 75.40 | 74.60 | 57.33 | 74.11 | 58.20 | 75.37 | 76.71 | 74.27 | 74.49 | 57.16 | 72.35 | 58.33 | 73.75 | 74.88 | 76.33 | 48.25 | 56.36 | 75.42 | 57.00 | 69.34 | 75.38 |
| 606 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.44 | 58.79 | 57.98 | 58.68 | 92.05 | 76.55 | 73.89 | 57.35 | 58.75 | 58.37 | 74.86 | 75.65 | 74.35 | 58.47 | 59.02 | 75.52 | 88.86 | 89.34 | 75.03 | 75.03 | 73.96 | 57.91 | 90.30 | 58.36 | 75.92 | 74.56 |
| 607 | 372 | 16 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 58.25 | 59.11 | 59.07 | 58.83 | 60.63 | 74.38 | 74.70 | 58.99 | 89.53 | 67.87 | 75.18 | 74.44 | 74.27 | 89.37 | 58.49 | 74.37 | 58.71 | 73.87 | 74.49 | 89.56 | 57.53 | 58.87 | 68.61 | 58.26 | 75.70 | 67.81 |
| 624 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 58.29 | 58.31 | 58.25 | 58.49 | 59.02 | 75.80 | 68.73 | 57.67 | 57.70 | 58.89 | 75.63 | 75.46 | 74.23 | 73.86 | 58.74 | 74.46 | 58.71 | 74.36 | 69.36 | 74.38 | 57.15 | 47.95 | 74.80 | 58.24 | 56.67 | 76.45 |
| 625 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.51 | 57.53 | 58.35 | 58.57 | 57.97 | 75.43 | 74.52 | 58.58 | 69.51 | 57.85 | 75.61 | 75.05 | 74.17 | 74.17 | 58.77 | 72.99 | 68.48 | 73.14 | 75.66 | 74.86 | 57.09 | 58.95 | 68.49 | 69.45 | 56.37 | 74.32 |
| 626 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.33 | 57.94 | 59.75 | 59.07 | 58.45 | 75.53 | 74.54 | 58.23 | 58.89 | 58.49 | 74.68 | 75.26 | 74.36 | 72.58 | 58.80 | 74.77 | 57.32 | 74.25 | 75.64 | 74.67 | 57.03 | 57.19 | 75.16 | 57.96 | 56.87 | 58.43 |
| 627 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.98 | 58.09 | 58.60 | 58.14 | 58.48 | 89.72 | 73.55 | 59.29 | 58.32 | 59.05 | 75.77 | 75.65 | 74.65 | 74.63 | 58.10 | 74.95 | 58.14 | 69.29 | 75.40 | 74.41 | 75.64 | 57.23 | 75.91 | 56.91 | 88.63 | 75.43 |
| 644 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 71.46 | 59.00 | 58.96 | 58.85 | 59.44 | 75.12 | 74.12 | 58.99 | 89.02 | 57.76 | 69.27 | 74.38 | 73.92 | 58.24 | 58.67 | 88.61 | 68.97 | 73.96 | 75.21 | 74.97 | 55.17 | 58.29 | 75.71 | 58.79 | 57.37 | 75.31 |
| 645 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.43 | 58.11 | 58.98 | 57.61 | 58.82 | 57.73 | 74.19 | 59.08 | 58.32 | 57.46 | 75.55 | 59.10 | 88.30 | 57.98 | 59.12 | 73.37 | 59.12 | 72.73 | 74.44 | 74.43 | 57.23 | 57.26 | 74.93 | 56.51 | 58.00 | 56.83 |
| 646 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 59.10 | 58.15 | 58.23 | 58.57 | 58.94 | 76.05 | 74.59 | 68.25 | 58.21 | 59.16 | 75.06 | 58.13 | 74.68 | 59.39 | 58.74 | 90.30 | 57.35 | 75.71 | 75.17 | 74.82 | 56.64 | 57.69 | 76.10 | 57.04 | 60.45 | 58.63 |
| 647 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.18 | 58.63 | 59.25 | 58.44 | 58.45 | 75.79 | 73.89 | 58.22 | 59.35 | 58.27 | 74.92 | 91.72 | 71.74 | 74.97 | 58.60 | 72.57 | 59.12 | 74.29 | 75.03 | 70.31 | 57.59 | 57.72 | 76.45 | 57.72 | 58.02 | 75.82 |
| 664 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.03 | 58.57 | 58.19 | 58.43 | 58.26 | 68.52 | 74.36 | 89.26 | 68.61 | 57.64 | 75.36 | 75.52 | 74.25 | 74.96 | 57.35 | 74.67 | 74.71 | 74.14 | 75.13 | 75.30 | 57.75 | 57.03 | 75.19 | 57.06 | 75.83 | 56.63 |
| 665 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.93 | 58.71 | 59.09 | 58.39 | 58.45 | 75.54 | 75.25 | 58.00 | 59.52 | 68.19 | 70.27 | 74.83 | 72.88 | 74.97 | 59.01 | 74.38 | 69.49 | 74.38 | 75.78 | 73.34 | 58.38 | 58.03 | 75.47 | 57.09 | 74.94 | 75.51 |
| 666 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.98 | 59.73 | 60.45 | 59.17 | 59.19 | 74.93 | 69.13 | 60.15 | 73.88 | 58.71 | 76.26 | 69.72 | 67.45 | 74.02 | 59.43 | 74.26 | 74.07 | 88.88 | 76.30 | 74.18 | 57.66 | 59.20 | 74.99 | 75.39 | 74.88 | 75.42 |
| 667 | 372 | 16 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.41 | 58.14 | 58.29 | 57.24 | 58.02 | 75.62 | 73.85 | 58.78 | 58.21 | 56.96 | 76.05 | 68.68 | 90.65 | 75.18 | 57.83 | 73.50 | 74.82 | 74.74 | 76.84 | 74.50 | 75.07 | 60.15 | 75.94 | 57.21 | 76.14 | 75.50 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 544 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.80 | 90.66 | 89.94 | 90.48 | 90.14 | 92.50 | 89.20 | 89.98 | 89.72 | 89.89 | 90.71 | 91.28 | 90.89 | 90.77 | 90.12 | 90.96 | 90.81 | 91.07 | 91.73 | 91.33 | 89.36 | 90.16 | 90.15 | 87.45 | 89.64 | 89.32 |
| 546 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.48 | 90.29 | 91.53 | 90.24 | 90.14 | 89.13 | 91.42 | 89.05 | 90.21 | 90.46 | 91.04 | 90.26 | 90.14 | 90.75 | 89.83 | 90.83 | 90.18 | 91.15 | 91.61 | 91.02 | 88.69 | 89.09 | 88.97 | 88.27 | 91.08 | 89.75 |
| 547 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.22 | 91.78 | 89.63 | 90.66 | 90.89 | 91.19 | 90.07 | 91.62 | 89.81 | 89.60 | 91.12 | 90.58 | 92.60 | 90.47 | 90.61 | 90.67 | 90.44 | 92.16 | 90.29 | 91.07 | 90.18 | 90.53 | 89.50 | 89.07 | 89.26 | 89.51 |
| 364 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.83 | 90.65 | 90.52 | 90.84 | 91.25 | 90.71 | 90.46 | 90.08 | 90.23 | 91.16 | 90.44 | 90.50 | 90.70 | 90.03 | 89.08 | 92.09 | 91.46 | 90.49 | 91.05 | 90.14 | 90.32 | 89.07 | 88.99 | 88.95 | 88.58 | 89.92 |
| 365 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.89 | 90.04 | 90.61 | 89.50 | 90.34 | 90.99 | 90.32 | 91.40 | 89.33 | 90.11 | 90.67 | 90.40 | 91.27 | 89.43 | 90.37 | 90.47 | 90.40 | 89.39 | 92.19 | 91.14 | 89.34 | 89.04 | 88.82 | 88.23 | 89.45 | 89.02 |
| 366 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.09 | 90.31 | 89.47 | 89.60 | 89.78 | 89.14 | 88.60 | 90.69 | 89.88 | 90.90 | 90.89 | 90.47 | 92.26 | 89.33 | 90.11 | 90.91 | 89.57 | 91.24 | 90.05 | 89.90 | 90.76 | 90.01 | 90.68 | 89.30 | 89.74 | 89.41 |
| 564 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.86 | 90.97 | 90.45 | 89.55 | 90.32 | 91.81 | 91.16 | 89.89 | 91.35 | 92.64 | 91.10 | 90.29 | 90.72 | 90.53 | 90.88 | 92.72 | 91.17 | 91.43 | 89.90 | 90.35 | 88.72 | 89.03 | 89.06 | 88.50 | 89.53 | 89.44 |
| 566 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.04 | 89.42 | 90.70 | 90.58 | 90.29 | 91.38 | 90.16 | 89.90 | 90.43 | 90.31 | 90.96 | 89.94 | 90.66 | 90.62 | 89.87 | 90.61 | 89.18 | 90.45 | 89.87 | 89.76 | 90.14 | 89.40 | 88.86 | 89.05 | 89.87 | 89.06 |
| 384 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.12 | 91.37 | 90.78 | 90.27 | 90.99 | 88.86 | 91.50 | 90.69 | 90.38 | 90.43 | 90.98 | 88.94 | 89.60 | 88.67 | 90.91 | 89.61 | 91.14 | 90.66 | 91.23 | 92.01 | 89.22 | 88.75 | 89.48 | 88.20 | 87.71 | 89.54 |
| 385 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.83 | 90.67 | 90.50 | 90.65 | 91.48 | 89.89 | 90.60 | 90.62 | 90.17 | 90.69 | 90.08 | 92.40 | 90.50 | 89.58 | 90.93 | 91.17 | 90.55 | 90.64 | 92.41 | 90.96 | 88.98 | 89.34 | 89.52 | 88.77 | 89.10 | 88.37 |
| 386 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.92 | 90.27 | 91.34 | 89.98 | 91.18 | 89.01 | 90.26 | 91.03 | 90.44 | 91.14 | 89.61 | 90.59 | 90.23 | 91.07 | 90.15 | 90.17 | 91.61 | 88.91 | 90.55 | 91.07 | 89.59 | 89.70 | 88.24 | 88.81 | 88.80 | 89.55 |
| 587 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.00 | 90.41 | 90.89 | 91.69 | 90.08 | 90.15 | 90.67 | 90.16 | 89.95 | 90.16 | 89.36 | 89.24 | 90.59 | 90.65 | 89.51 | 90.21 | 90.14 | 90.45 | 90.14 | 91.42 | 90.14 | 88.79 | 88.67 | 88.62 | 90.72 | 89.18 |
| 405 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.73 | 90.68 | 89.80 | 89.82 | 90.74 | 89.26 | 90.14 | 91.24 | 88.89 | 89.60 | 90.26 | 90.95 | 91.67 | 89.63 | 90.39 | 89.39 | 90.36 | 90.55 | 90.43 | 89.42 | 89.36 | 89.19 | 88.73 | 89.65 | 76.12 | 90.33 |
Size of the All data: (136, 29)
Size of the Sig data: (13, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.04 | 93.31 | 90.75 | 91.33 | 91.74 | 92.63 | 92.27 | 92.51 | 92.04 | 92.34 | 91.87 | 91.55 | 93.03 | 91.97 | 93.12 | 92.90 | 93.37 | 92.92 | 92.54 | 92.57 | 92.43 | 92.64 | 92.66 | 90.94 | 92.76 | 91.86 |
| 5 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.05 | 92.66 | 92.67 | 92.13 | 93.35 | 91.26 | 92.58 | 92.05 | 89.67 | 92.15 | 91.88 | 92.38 | 91.79 | 93.28 | 91.29 | 92.75 | 93.32 | 94.02 | 92.89 | 93.17 | 93.06 | 93.03 | 93.26 | 92.52 | 93.32 | 92.52 |
| 0 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.30 | 92.83 | 91.60 | 93.66 | 92.78 | 92.48 | 92.23 | 93.01 | 92.68 | 92.21 | 93.86 | 91.41 | 91.37 | 92.39 | 89.62 | 92.25 | 93.46 | 92.87 | 91.15 | 91.82 | 92.68 | 93.36 | 88.56 | 92.58 | 91.90 | 92.71 |
| 3 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.33 | 94.45 | 92.97 | 94.14 | 93.21 | 91.76 | 92.51 | 91.93 | 92.46 | 92.69 | 93.46 | 89.89 | 91.57 | 93.43 | 93.17 | 92.74 | 93.27 | 92.41 | 92.66 | 92.51 | 93.78 | 90.81 | 92.45 | 92.91 | 93.58 | 92.80 |
| 9 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.04 | 92.29 | 92.91 | 91.24 | 93.57 | 93.59 | 90.23 | 91.10 | 91.55 | 92.82 | 93.28 | 92.18 | 93.65 | 92.17 | 93.11 | 90.40 | 93.55 | 92.45 | 90.17 | 91.49 | 92.48 | 94.25 | 92.84 | 93.07 | 93.89 | 92.01 |
| 10 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.34 | 92.56 | 93.06 | 93.04 | 93.89 | 91.68 | 92.30 | 92.52 | 91.90 | 91.73 | 92.41 | 92.55 | 92.29 | 92.76 | 94.20 | 92.92 | 93.44 | 91.97 | 93.54 | 92.52 | 94.24 | 94.07 | 92.62 | 93.55 | 91.52 | 92.06 |
| 1 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.06 | 93.96 | 91.88 | 92.59 | 92.33 | 91.54 | 92.42 | 91.85 | 92.85 | 90.85 | 94.35 | 88.24 | 91.45 | 91.84 | 95.11 | 90.16 | 91.51 | 92.80 | 92.70 | 92.75 | 92.23 | 93.22 | 93.13 | 92.63 | 94.21 | 93.04 |
| 8 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.24 | 92.53 | 93.39 | 93.39 | 92.33 | 91.96 | 91.67 | 92.54 | 91.55 | 93.12 | 92.33 | 91.25 | 93.09 | 92.90 | 93.61 | 92.88 | 94.31 | 93.12 | 92.64 | 92.69 | 93.30 | 92.07 | 94.16 | 92.40 | 93.12 | 90.72 |
| 7 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.08 | 93.56 | 92.63 | 93.09 | 92.31 | 87.91 | 91.92 | 92.60 | 91.78 | 92.57 | 92.30 | 91.84 | 92.08 | 91.55 | 93.58 | 93.42 | 93.14 | 92.47 | 93.51 | 91.08 | 93.23 | 93.16 | 92.44 | 92.78 | 92.44 | 93.31 |
| 4 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.00 | 94.19 | 93.79 | 92.98 | 93.28 | 90.66 | 91.21 | 91.85 | 92.42 | 93.46 | 92.50 | 92.84 | 92.33 | 93.35 | 93.45 | 93.96 | 93.31 | 92.95 | 91.64 | 90.73 | 93.92 | 94.03 | 93.20 | 93.45 | 92.91 | 92.01 |
| 6 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.75 | 93.45 | 92.65 | 92.41 | 92.77 | 91.41 | 93.54 | 93.02 | 91.40 | 93.14 | 92.76 | 91.99 | 92.33 | 94.09 | 91.93 | 92.58 | 93.73 | 92.05 | 92.35 | 92.96 | 93.84 | 93.04 | 93.89 | 92.46 | 93.02 | 91.63 |
| 11 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.31 | 92.47 | 93.67 | 92.81 | 92.98 | 91.69 | 94.14 | 92.87 | 91.69 | 93.83 | 94.06 | 91.16 | 92.56 | 92.88 | 93.10 | 92.96 | 93.27 | 94.36 | 93.46 | 93.04 | 93.41 | 93.34 | 93.09 | 92.69 | 92.32 | 92.70 |
| 12 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.29 | 93.03 | 92.15 | 92.82 | 93.26 | 91.35 | 94.47 | 93.59 | 91.58 | 93.59 | 92.15 | 92.41 | 92.89 | 93.40 | 94.10 | 93.61 | 94.20 | 90.88 | 92.50 | 92.38 | 93.20 | 93.11 | 93.72 | 92.92 | 76.87 | 91.32 |
Size of the test data: (13, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 365 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.15 | 2.25 | 2.30 | 1.74 | 3.23 | 2.60 | -0.09 | -0.30 | 2.22 | 2.71 | 2.61 | 1.78 | 2.38 | 2.74 | 2.74 | -0.07 | 3.15 | 3.06 | -2.02 | 0.35 | 3.14 | 5.21 | 4.02 | 4.84 | 4.44 | 2.99 | 4 |
| 564 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.20 | 2.99 | 1.43 | 3.04 | 2.01 | -0.27 | 1.26 | 1.96 | 1.50 | -1.79 | 3.25 | -2.05 | 0.73 | 1.31 | 4.23 | -2.56 | 0.34 | 1.37 | 2.80 | 2.40 | 3.51 | 4.19 | 4.07 | 4.13 | 4.68 | 3.60 | 4 |
| 547 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.08 | 1.05 | 1.97 | 3.00 | 1.89 | 1.29 | 2.16 | 1.39 | 2.87 | 2.61 | 2.74 | 0.83 | -1.23 | 1.92 | -0.99 | 1.58 | 3.02 | 0.71 | 0.86 | 0.75 | 2.50 | 2.83 | -0.94 | 3.51 | 2.64 | 3.20 | 3 |
| 384 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.04 | 2.19 | 1.85 | 2.82 | 1.32 | -0.95 | 0.42 | 1.91 | 1.40 | 2.14 | 1.32 | 2.90 | 2.48 | 2.88 | 2.67 | 3.81 | 2.00 | 1.81 | 2.28 | -0.93 | 4.01 | 4.41 | 2.96 | 4.58 | 4.73 | 3.77 | 3 |
| 385 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.17 | 3.52 | 3.29 | 2.33 | 1.80 | 0.77 | 0.61 | 1.23 | 2.25 | 2.77 | 2.42 | 0.44 | 1.83 | 3.77 | 2.52 | 2.79 | 2.76 | 2.31 | -0.77 | -0.23 | 4.94 | 4.69 | 3.68 | 4.68 | 3.81 | 3.64 | 2 |
| 546 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.57 | 2.37 | 1.14 | 1.89 | 3.21 | 2.13 | 1.16 | 3.00 | -0.54 | 1.69 | 0.84 | 2.12 | 1.65 | 2.53 | 1.46 | 1.92 | 3.14 | 2.87 | 1.28 | 2.15 | 4.37 | 3.94 | 4.29 | 4.25 | 2.24 | 2.77 | 1 |
| 364 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.50 | 3.80 | 2.45 | 3.30 | 1.96 | 1.05 | 2.05 | 1.85 | 2.23 | 1.53 | 3.02 | -0.61 | 0.87 | 3.40 | 4.09 | 0.65 | 1.81 | 1.92 | 1.61 | 2.37 | 3.46 | 1.74 | 3.46 | 3.96 | 5.00 | 2.88 | 1 |
| 544 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.24 | 2.65 | 0.81 | 0.85 | 1.60 | 0.13 | 3.07 | 2.53 | 2.32 | 2.45 | 1.16 | 0.27 | 2.14 | 1.20 | 3.00 | 1.94 | 2.56 | 1.85 | 0.81 | 1.24 | 3.07 | 2.48 | 2.51 | 3.49 | 3.12 | 2.54 | 0 |
| 366 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.25 | 2.25 | 3.59 | 3.44 | 4.11 | 2.54 | 3.70 | 1.83 | 2.02 | 0.83 | 1.52 | 2.08 | 0.03 | 3.43 | 4.09 | 2.01 | 3.87 | 0.73 | 3.49 | 2.62 | 3.48 | 4.06 | 1.94 | 4.25 | 1.78 | 2.65 | 0 |
| 566 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.20 | 3.11 | 2.69 | 2.81 | 2.04 | 0.58 | 1.51 | 2.64 | 1.12 | 2.81 | 1.37 | 1.31 | 2.43 | 2.28 | 3.74 | 2.27 | 5.13 | 2.67 | 2.77 | 2.93 | 3.16 | 2.67 | 5.30 | 3.35 | 3.25 | 1.66 | 0 |
| 386 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.83 | 3.18 | 1.31 | 2.43 | 1.59 | 2.40 | 3.28 | 1.99 | 0.96 | 2.00 | 3.15 | 1.40 | 2.10 | 3.02 | 1.78 | 2.41 | 2.12 | 3.14 | 1.80 | 1.89 | 4.25 | 3.34 | 5.65 | 3.65 | 4.22 | 2.08 | 0 |
| 587 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.31 | 2.06 | 2.78 | 1.12 | 2.90 | 1.54 | 3.47 | 2.71 | 1.74 | 3.67 | 4.70 | 1.92 | 1.97 | 2.23 | 3.59 | 2.75 | 3.13 | 3.91 | 3.32 | 1.62 | 3.27 | 4.55 | 4.42 | 4.07 | 1.60 | 3.52 | 0 |
| 405 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.56 | 2.35 | 2.35 | 3.00 | 2.52 | 2.09 | 4.33 | 2.35 | 2.69 | 3.99 | 1.89 | 1.46 | 1.22 | 3.77 | 3.71 | 4.22 | 3.84 | 0.33 | 2.07 | 2.96 | 3.84 | 3.92 | 4.99 | 3.27 | 0.75 | 0.99 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 90.910000 | 0.845123 |
| mAP_valid_abs_values_19 | 90.880769 | 0.882246 |
| mAP_valid_abs_values_16 | 90.754615 | 0.904172 |
| mAP_valid_abs_values_20 | 90.737692 | 0.755449 |
| mAP_valid_abs_values_18 | 90.660769 | 0.836286 |
| mAP_valid_abs_values_5 | 90.586154 | 0.531876 |
| mAP_valid_abs_values_2 | 90.578462 | 0.589121 |
| mAP_valid_abs_values_11 | 90.555385 | 0.576810 |
| mAP_valid_abs_values_10 | 90.545385 | 0.811199 |
| mAP_valid_abs_values_17 | 90.539231 | 0.704940 |
| mAP_valid_abs_values_8 | 90.488462 | 0.728856 |
| mAP_valid_abs_values_3 | 90.473846 | 0.623465 |
| mAP_valid_abs_values_12 | 90.449231 | 0.858744 |
| mAP_valid_abs_values_7 | 90.350769 | 0.808965 |
| mAP_valid_abs_values_6 | 90.309231 | 1.205753 |
| mAP_valid_abs_values_4 | 90.296923 | 0.620234 |
| mAP_valid_abs_values_15 | 90.212308 | 0.557063 |
| mAP_valid_abs_values_14 | 90.117692 | 0.723754 |
| mAP_valid_abs_values_9 | 90.060769 | 0.594116 |
| mAP_valid_abs_values | 89.985385 | 1.237906 |
| mAP_valid_abs_values_21 | 89.600000 | 0.651780 |
| mAP_valid_abs_values_26 | 89.415385 | 0.473139 |
| mAP_valid_abs_values_22 | 89.392308 | 0.549972 |
| mAP_valid_abs_values_23 | 89.205385 | 0.655955 |
| mAP_valid_abs_values_24 | 88.682308 | 0.567306 |
| mAP_valid_abs_values_25 | 88.430769 | 3.798273 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_17 | 93.375385 | 0.663684 |
| mAP_test_abs_values_21 | 93.215385 | 0.628498 |
| mAP_test_abs_values_2 | 93.176154 | 0.706748 |
| mAP_test_abs_values_22 | 93.086923 | 0.903441 |
| mAP_test_abs_values_15 | 93.030000 | 1.401196 |
| mAP_test_abs_values_5 | 92.907692 | 0.604292 |
| mAP_test_abs_values_11 | 92.862308 | 0.845460 |
| mAP_test_abs_values_23 | 92.770769 | 1.376012 |
| mAP_test_abs_values_14 | 92.770000 | 0.747117 |
| mAP_test_abs_values_4 | 92.740769 | 0.829251 |
| mAP_test_abs_values_18 | 92.713077 | 0.879833 |
| mAP_test_abs_values_24 | 92.684615 | 0.633425 |
| mAP_test_abs_values_10 | 92.653846 | 0.819345 |
| mAP_test_abs_values_3 | 92.624615 | 0.855060 |
| mAP_test_abs_values_16 | 92.579231 | 1.114132 |
| average_map | 92.538047 | 0.247422 |
| mAP_test_abs_values_19 | 92.442308 | 0.967489 |
| mAP_test_abs_values_7 | 92.422308 | 1.139979 |
| mAP_test_abs_values_8 | 92.418462 | 0.652787 |
| mAP_test_abs_values_13 | 92.340769 | 0.695479 |
| mAP_test_abs_values_20 | 92.285385 | 0.769390 |
| mAP_test_abs_values_26 | 92.206923 | 0.730678 |
| mAP_test_abs_values | 92.140769 | 0.699577 |
| mAP_test_abs_values_9 | 91.813077 | 0.798179 |
| mAP_test_abs_values_25 | 91.681538 | 4.514148 |
| mAP_test_abs_values_6 | 91.532308 | 1.310948 |
| mAP_test_abs_values_12 | 91.514615 | 1.249144 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 544 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.80 | 90.66 | 89.94 | 90.48 | 90.14 | 92.50 | 89.20 | 89.98 | 89.72 | 89.89 | 90.71 | 91.28 | 90.89 | 90.77 | 90.12 | 90.96 | 90.81 | 91.07 | 91.73 | 91.33 | 89.36 | 90.16 | 90.15 | 87.45 | 89.64 | 89.32 |
| 546 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.48 | 90.29 | 91.53 | 90.24 | 90.14 | 89.13 | 91.42 | 89.05 | 90.21 | 90.46 | 91.04 | 90.26 | 90.14 | 90.75 | 89.83 | 90.83 | 90.18 | 91.15 | 91.61 | 91.02 | 88.69 | 89.09 | 88.97 | 88.27 | 91.08 | 89.75 |
| 547 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.22 | 91.78 | 89.63 | 90.66 | 90.89 | 91.19 | 90.07 | 91.62 | 89.81 | 89.60 | 91.12 | 90.58 | 92.60 | 90.47 | 90.61 | 90.67 | 90.44 | 92.16 | 90.29 | 91.07 | 90.18 | 90.53 | 89.50 | 89.07 | 89.26 | 89.51 |
| 364 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.83 | 90.65 | 90.52 | 90.84 | 91.25 | 90.71 | 90.46 | 90.08 | 90.23 | 91.16 | 90.44 | 90.50 | 90.70 | 90.03 | 89.08 | 92.09 | 91.46 | 90.49 | 91.05 | 90.14 | 90.32 | 89.07 | 88.99 | 88.95 | 88.58 | 89.92 |
| 366 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.09 | 90.31 | 89.47 | 89.60 | 89.78 | 89.14 | 88.60 | 90.69 | 89.88 | 90.90 | 90.89 | 90.47 | 92.26 | 89.33 | 90.11 | 90.91 | 89.57 | 91.24 | 90.05 | 89.90 | 90.76 | 90.01 | 90.68 | 89.30 | 89.74 | 89.41 |
| 564 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.86 | 90.97 | 90.45 | 89.55 | 90.32 | 91.81 | 91.16 | 89.89 | 91.35 | 92.64 | 91.10 | 90.29 | 90.72 | 90.53 | 90.88 | 92.72 | 91.17 | 91.43 | 89.90 | 90.35 | 88.72 | 89.03 | 89.06 | 88.50 | 89.53 | 89.44 |
| 566 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.04 | 89.42 | 90.70 | 90.58 | 90.29 | 91.38 | 90.16 | 89.90 | 90.43 | 90.31 | 90.96 | 89.94 | 90.66 | 90.62 | 89.87 | 90.61 | 89.18 | 90.45 | 89.87 | 89.76 | 90.14 | 89.40 | 88.86 | 89.05 | 89.87 | 89.06 |
| 384 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.12 | 91.37 | 90.78 | 90.27 | 90.99 | 88.86 | 91.50 | 90.69 | 90.38 | 90.43 | 90.98 | 88.94 | 89.60 | 88.67 | 90.91 | 89.61 | 91.14 | 90.66 | 91.23 | 92.01 | 89.22 | 88.75 | 89.48 | 88.20 | 87.71 | 89.54 |
| 385 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.83 | 90.67 | 90.50 | 90.65 | 91.48 | 89.89 | 90.60 | 90.62 | 90.17 | 90.69 | 90.08 | 92.40 | 90.50 | 89.58 | 90.93 | 91.17 | 90.55 | 90.64 | 92.41 | 90.96 | 88.98 | 89.34 | 89.52 | 88.77 | 89.10 | 88.37 |
| 386 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.92 | 90.27 | 91.34 | 89.98 | 91.18 | 89.01 | 90.26 | 91.03 | 90.44 | 91.14 | 89.61 | 90.59 | 90.23 | 91.07 | 90.15 | 90.17 | 91.61 | 88.91 | 90.55 | 91.07 | 89.59 | 89.70 | 88.24 | 88.81 | 88.80 | 89.55 |
Size of the All data: (136, 29)
Size of the Sig data: (10, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.04 | 93.31 | 90.75 | 91.33 | 91.74 | 92.63 | 92.27 | 92.51 | 92.04 | 92.34 | 91.87 | 91.55 | 93.03 | 91.97 | 93.12 | 92.90 | 93.37 | 92.92 | 92.54 | 92.57 | 92.43 | 92.64 | 92.66 | 90.94 | 92.76 | 91.86 |
| 5 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.05 | 92.66 | 92.67 | 92.13 | 93.35 | 91.26 | 92.58 | 92.05 | 89.67 | 92.15 | 91.88 | 92.38 | 91.79 | 93.28 | 91.29 | 92.75 | 93.32 | 94.02 | 92.89 | 93.17 | 93.06 | 93.03 | 93.26 | 92.52 | 93.32 | 92.52 |
| 0 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.30 | 92.83 | 91.60 | 93.66 | 92.78 | 92.48 | 92.23 | 93.01 | 92.68 | 92.21 | 93.86 | 91.41 | 91.37 | 92.39 | 89.62 | 92.25 | 93.46 | 92.87 | 91.15 | 91.82 | 92.68 | 93.36 | 88.56 | 92.58 | 91.90 | 92.71 |
| 3 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.33 | 94.45 | 92.97 | 94.14 | 93.21 | 91.76 | 92.51 | 91.93 | 92.46 | 92.69 | 93.46 | 89.89 | 91.57 | 93.43 | 93.17 | 92.74 | 93.27 | 92.41 | 92.66 | 92.51 | 93.78 | 90.81 | 92.45 | 92.91 | 93.58 | 92.80 |
| 9 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.34 | 92.56 | 93.06 | 93.04 | 93.89 | 91.68 | 92.30 | 92.52 | 91.90 | 91.73 | 92.41 | 92.55 | 92.29 | 92.76 | 94.20 | 92.92 | 93.44 | 91.97 | 93.54 | 92.52 | 94.24 | 94.07 | 92.62 | 93.55 | 91.52 | 92.06 |
| 1 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.06 | 93.96 | 91.88 | 92.59 | 92.33 | 91.54 | 92.42 | 91.85 | 92.85 | 90.85 | 94.35 | 88.24 | 91.45 | 91.84 | 95.11 | 90.16 | 91.51 | 92.80 | 92.70 | 92.75 | 92.23 | 93.22 | 93.13 | 92.63 | 94.21 | 93.04 |
| 8 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.24 | 92.53 | 93.39 | 93.39 | 92.33 | 91.96 | 91.67 | 92.54 | 91.55 | 93.12 | 92.33 | 91.25 | 93.09 | 92.90 | 93.61 | 92.88 | 94.31 | 93.12 | 92.64 | 92.69 | 93.30 | 92.07 | 94.16 | 92.40 | 93.12 | 90.72 |
| 7 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.08 | 93.56 | 92.63 | 93.09 | 92.31 | 87.91 | 91.92 | 92.60 | 91.78 | 92.57 | 92.30 | 91.84 | 92.08 | 91.55 | 93.58 | 93.42 | 93.14 | 92.47 | 93.51 | 91.08 | 93.23 | 93.16 | 92.44 | 92.78 | 92.44 | 93.31 |
| 4 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.00 | 94.19 | 93.79 | 92.98 | 93.28 | 90.66 | 91.21 | 91.85 | 92.42 | 93.46 | 92.50 | 92.84 | 92.33 | 93.35 | 93.45 | 93.96 | 93.31 | 92.95 | 91.64 | 90.73 | 93.92 | 94.03 | 93.20 | 93.45 | 92.91 | 92.01 |
| 6 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.75 | 93.45 | 92.65 | 92.41 | 92.77 | 91.41 | 93.54 | 93.02 | 91.40 | 93.14 | 92.76 | 91.99 | 92.33 | 94.09 | 91.93 | 92.58 | 93.73 | 92.05 | 92.35 | 92.96 | 93.84 | 93.04 | 93.89 | 92.46 | 93.02 | 91.63 |
Size of the test data: (10, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 564 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.20 | 2.99 | 1.43 | 3.04 | 2.01 | -0.27 | 1.26 | 1.96 | 1.50 | -1.79 | 3.25 | -2.05 | 0.73 | 1.31 | 4.23 | -2.56 | 0.34 | 1.37 | 2.80 | 2.40 | 3.51 | 4.19 | 4.07 | 4.13 | 4.68 | 3.60 | 4 |
| 547 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.08 | 1.05 | 1.97 | 3.00 | 1.89 | 1.29 | 2.16 | 1.39 | 2.87 | 2.61 | 2.74 | 0.83 | -1.23 | 1.92 | -0.99 | 1.58 | 3.02 | 0.71 | 0.86 | 0.75 | 2.50 | 2.83 | -0.94 | 3.51 | 2.64 | 3.20 | 3 |
| 384 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.04 | 2.19 | 1.85 | 2.82 | 1.32 | -0.95 | 0.42 | 1.91 | 1.40 | 2.14 | 1.32 | 2.90 | 2.48 | 2.88 | 2.67 | 3.81 | 2.00 | 1.81 | 2.28 | -0.93 | 4.01 | 4.41 | 2.96 | 4.58 | 4.73 | 3.77 | 3 |
| 385 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.17 | 3.52 | 3.29 | 2.33 | 1.80 | 0.77 | 0.61 | 1.23 | 2.25 | 2.77 | 2.42 | 0.44 | 1.83 | 3.77 | 2.52 | 2.79 | 2.76 | 2.31 | -0.77 | -0.23 | 4.94 | 4.69 | 3.68 | 4.68 | 3.81 | 3.64 | 2 |
| 546 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.57 | 2.37 | 1.14 | 1.89 | 3.21 | 2.13 | 1.16 | 3.00 | -0.54 | 1.69 | 0.84 | 2.12 | 1.65 | 2.53 | 1.46 | 1.92 | 3.14 | 2.87 | 1.28 | 2.15 | 4.37 | 3.94 | 4.29 | 4.25 | 2.24 | 2.77 | 1 |
| 364 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.50 | 3.80 | 2.45 | 3.30 | 1.96 | 1.05 | 2.05 | 1.85 | 2.23 | 1.53 | 3.02 | -0.61 | 0.87 | 3.40 | 4.09 | 0.65 | 1.81 | 1.92 | 1.61 | 2.37 | 3.46 | 1.74 | 3.46 | 3.96 | 5.00 | 2.88 | 1 |
| 544 | 372 | 16 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.24 | 2.65 | 0.81 | 0.85 | 1.60 | 0.13 | 3.07 | 2.53 | 2.32 | 2.45 | 1.16 | 0.27 | 2.14 | 1.20 | 3.00 | 1.94 | 2.56 | 1.85 | 0.81 | 1.24 | 3.07 | 2.48 | 2.51 | 3.49 | 3.12 | 2.54 | 0 |
| 366 | 372 | 16 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.25 | 2.25 | 3.59 | 3.44 | 4.11 | 2.54 | 3.70 | 1.83 | 2.02 | 0.83 | 1.52 | 2.08 | 0.03 | 3.43 | 4.09 | 2.01 | 3.87 | 0.73 | 3.49 | 2.62 | 3.48 | 4.06 | 1.94 | 4.25 | 1.78 | 2.65 | 0 |
| 566 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.20 | 3.11 | 2.69 | 2.81 | 2.04 | 0.58 | 1.51 | 2.64 | 1.12 | 2.81 | 1.37 | 1.31 | 2.43 | 2.28 | 3.74 | 2.27 | 5.13 | 2.67 | 2.77 | 2.93 | 3.16 | 2.67 | 5.30 | 3.35 | 3.25 | 1.66 | 0 |
| 386 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.83 | 3.18 | 1.31 | 2.43 | 1.59 | 2.40 | 3.28 | 1.99 | 0.96 | 2.00 | 3.15 | 1.40 | 2.10 | 3.02 | 1.78 | 2.41 | 2.12 | 3.14 | 1.80 | 1.89 | 4.25 | 3.34 | 5.65 | 3.65 | 4.22 | 2.08 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 90.974 | 0.887521 |
| mAP_valid_abs_values_19 | 90.869 | 0.873873 |
| mAP_valid_abs_values_13 | 90.830 | 0.924794 |
| mAP_valid_abs_values_18 | 90.820 | 0.847703 |
| mAP_valid_abs_values_20 | 90.761 | 0.705478 |
| mAP_valid_abs_values_10 | 90.722 | 0.840156 |
| mAP_valid_abs_values_11 | 90.693 | 0.502639 |
| mAP_valid_abs_values_5 | 90.646 | 0.579122 |
| mAP_valid_abs_values_2 | 90.639 | 0.649743 |
| mAP_valid_abs_values_17 | 90.611 | 0.795885 |
| mAP_valid_abs_values_12 | 90.525 | 0.886720 |
| mAP_valid_abs_values_3 | 90.486 | 0.668102 |
| mAP_valid_abs_values_6 | 90.362 | 1.326171 |
| mAP_valid_abs_values_8 | 90.355 | 0.722115 |
| mAP_valid_abs_values_7 | 90.343 | 0.925275 |
| mAP_valid_abs_values_4 | 90.285 | 0.448658 |
| mAP_valid_abs_values_9 | 90.262 | 0.461129 |
| mAP_valid_abs_values_15 | 90.249 | 0.592611 |
| mAP_valid_abs_values_14 | 90.182 | 0.763789 |
| mAP_valid_abs_values | 90.119 | 1.381026 |
| mAP_valid_abs_values_21 | 89.596 | 0.721175 |
| mAP_valid_abs_values_22 | 89.508 | 0.574259 |
| mAP_valid_abs_values_26 | 89.387 | 0.425573 |
| mAP_valid_abs_values_23 | 89.345 | 0.691797 |
| mAP_valid_abs_values_25 | 89.331 | 0.893426 |
| mAP_valid_abs_values_24 | 88.637 | 0.547379 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_21 | 93.312750 | 0.653087 |
| mAP_test_abs_values_2 | 93.230000 | 0.654538 |
| mAP_test_abs_values_22 | 93.083250 | 0.845760 |
| mAP_test_abs_values_14 | 93.057750 | 0.875066 |
| mAP_test_abs_values_25 | 92.909500 | 0.807182 |
| mAP_test_abs_values_18 | 92.854750 | 0.679227 |
| mAP_test_abs_values_17 | 92.842750 | 1.751869 |
| mAP_test_abs_values_5 | 92.831750 | 0.599161 |
| mAP_test_abs_values_23 | 92.712000 | 1.315776 |
| mAP_test_abs_values_15 | 92.702750 | 1.363160 |
| mAP_test_abs_values_4 | 92.652500 | 0.867291 |
| mAP_test_abs_values_11 | 92.625250 | 0.749081 |
| mAP_test_abs_values_3 | 92.567500 | 0.856854 |
| mAP_test_abs_values_16 | 92.531500 | 0.965679 |
| mAP_test_abs_values_24 | 92.499000 | 0.716329 |
| average_map | 92.445529 | 0.227208 |
| mAP_test_abs_values_10 | 92.432500 | 0.718830 |
| mAP_test_abs_values_8 | 92.260250 | 0.526086 |
| mAP_test_abs_values_7 | 92.204000 | 0.915442 |
| mAP_test_abs_values | 92.191750 | 0.686309 |
| mAP_test_abs_values_26 | 92.136500 | 0.704209 |
| mAP_test_abs_values_13 | 91.977250 | 0.826506 |
| mAP_test_abs_values_9 | 91.771750 | 0.761839 |
| mAP_test_abs_values_20 | 91.745000 | 1.351267 |
| mAP_test_abs_values_19 | 91.652500 | 1.544206 |
| mAP_test_abs_values_12 | 91.520500 | 1.076040 |
| mAP_test_abs_values_6 | 91.278750 | 1.682754 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()Bit size 8
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 64.70 | 64.74 | 67.66 | 65.99 | 72.66 | 74.80 | 71.10 | 69.21 | 70.44 | 67.90 | 64.24 | 64.35 | 56.45 | 63.24 | 65.33 | 65.46 | 64.91 | 66.93 | 62.86 | 63.97 | 66.97 | 66.64 | 67.21 | 65.87 | 66.63 | 65.80 |
| 1 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 81.50 | 65.57 | 63.00 | 65.36 | 66.05 | 62.78 | 42.66 | 70.40 | 65.80 | 64.07 | 65.08 | 64.34 | 73.22 | 64.57 | 65.13 | 56.20 | 64.26 | 64.88 | 62.50 | 55.78 | 66.53 | 66.00 | 66.92 | 42.66 | 66.17 | 64.80 |
| 2 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 76.05 | 65.47 | 71.76 | 66.03 | 63.60 | 56.73 | 70.51 | 64.17 | 65.43 | 65.19 | 73.38 | 42.66 | 73.49 | 63.37 | 63.25 | 72.22 | 63.13 | 70.41 | 62.95 | 72.18 | 66.67 | 42.66 | 64.84 | 65.79 | 65.16 | 65.54 |
| 3 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 63.50 | 64.36 | 63.01 | 63.97 | 63.33 | 56.59 | 55.16 | 64.61 | 72.75 | 63.77 | 62.11 | 62.77 | 71.65 | 62.69 | 61.78 | 63.25 | 42.66 | 61.09 | 62.90 | 62.02 | 66.88 | 65.90 | 63.93 | 64.42 | 64.55 | 64.19 |
| 20 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 75.96 | 65.17 | 64.68 | 65.31 | 64.95 | 62.88 | 73.32 | 66.03 | 79.43 | 65.83 | 63.83 | 81.91 | 74.70 | 64.30 | 64.90 | 73.80 | 64.60 | 73.81 | 56.01 | 64.64 | 67.00 | 65.37 | 55.86 | 65.59 | 65.33 | 66.48 |
| 21 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.86 | 57.28 | 73.86 | 63.31 | 64.34 | 64.35 | 83.93 | 64.33 | 64.55 | 42.66 | 57.04 | 62.95 | 73.86 | 62.96 | 63.49 | 74.48 | 62.66 | 74.47 | 83.77 | 75.33 | 63.30 | 64.87 | 65.45 | 64.98 | 65.84 | 64.98 |
| 22 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.13 | 64.89 | 72.28 | 64.86 | 64.68 | 74.94 | 80.86 | 64.81 | 74.53 | 63.85 | 84.53 | 63.09 | 68.22 | 68.47 | 64.20 | 74.28 | 62.71 | 67.71 | 75.00 | 62.55 | 63.47 | 64.59 | 64.63 | 63.57 | 64.20 | 64.37 |
| 23 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.96 | 64.06 | 64.86 | 65.40 | 65.06 | 74.20 | 65.07 | 64.79 | 64.14 | 80.98 | 71.95 | 63.58 | 81.00 | 64.63 | 63.31 | 78.69 | 64.08 | 78.65 | 74.48 | 84.80 | 69.89 | 64.79 | 63.85 | 64.97 | 65.74 | 64.67 |
| 40 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.91 | 64.55 | 55.75 | 64.56 | 74.77 | 75.16 | 73.14 | 64.30 | 64.00 | 64.56 | 74.86 | 62.75 | 85.48 | 74.40 | 63.29 | 71.17 | 63.12 | 55.64 | 83.74 | 63.06 | 73.57 | 63.86 | 63.43 | 64.79 | 64.29 | 64.76 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 73.61 | 64.80 | 73.58 | 65.31 | 64.99 | 63.80 | 83.33 | 65.18 | 73.03 | 66.01 | 74.59 | 63.19 | 73.64 | 82.58 | 64.97 | 74.46 | 65.97 | 62.20 | 63.87 | 63.23 | 63.42 | 65.55 | 64.90 | 65.18 | 65.20 | 64.41 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 65.23 | 73.12 | 65.47 | 71.13 | 42.66 | 79.20 | 64.25 | 79.82 | 64.66 | 86.45 | 63.49 | 59.97 | 63.32 | 66.51 | 74.91 | 74.37 | 74.07 | 75.70 | 63.84 | 63.89 | 65.63 | 64.12 | 64.26 | 69.25 | 68.16 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.42 | 64.68 | 64.57 | 64.47 | 64.70 | 62.64 | 72.93 | 69.56 | 84.40 | 68.78 | 74.94 | 63.46 | 74.92 | 63.21 | 64.74 | 82.69 | 63.77 | 65.70 | 63.95 | 86.56 | 64.59 | 63.32 | 72.90 | 64.28 | 64.12 | 65.09 |
| 60 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 63.20 | 55.48 | 55.91 | 61.15 | 70.16 | 58.18 | 69.62 | 61.09 | 60.83 | 68.31 | 60.21 | 54.87 | 71.04 | 63.73 | 61.68 | 71.53 | 61.83 | 53.51 | 61.51 | 60.94 | 70.87 | 62.43 | 61.80 | 62.56 | 42.66 | 61.82 |
| 61 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 62.63 | 66.16 | 66.64 | 65.87 | 66.18 | 71.83 | 56.12 | 65.10 | 66.61 | 65.93 | 65.56 | 64.56 | 63.99 | 70.45 | 65.23 | 74.88 | 68.86 | 64.90 | 85.99 | 63.73 | 67.27 | 66.14 | 66.12 | 65.04 | 65.11 | 65.17 |
| 62 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.01 | 62.14 | 64.26 | 66.90 | 70.74 | 72.30 | 71.25 | 62.32 | 62.00 | 61.03 | 72.43 | 61.77 | 71.91 | 60.58 | 61.33 | 61.05 | 68.11 | 54.19 | 60.31 | 54.66 | 42.66 | 63.89 | 63.36 | 62.52 | 64.34 | 63.95 |
| 63 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.12 | 70.54 | 74.20 | 66.23 | 72.67 | 65.47 | 66.67 | 65.42 | 56.97 | 67.59 | 59.24 | 62.63 | 59.70 | 64.79 | 67.45 | 74.85 | 65.23 | 65.29 | 64.69 | 63.92 | 66.63 | 73.90 | 65.32 | 65.74 | 66.87 | 65.28 |
| 80 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 72.56 | 65.13 | 64.36 | 67.09 | 64.43 | 56.55 | 72.42 | 63.36 | 64.34 | 64.58 | 61.31 | 63.57 | 73.12 | 64.09 | 62.22 | 84.11 | 62.37 | 62.67 | 63.14 | 62.19 | 64.05 | 63.81 | 64.70 | 64.16 | 64.72 | 63.78 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.49 | 42.66 | 64.70 | 67.44 | 70.89 | 75.36 | 73.54 | 64.78 | 73.98 | 82.46 | 85.97 | 63.84 | 75.06 | 63.01 | 66.22 | 64.28 | 64.78 | 64.98 | 63.95 | 63.51 | 65.57 | 66.20 | 64.86 | 65.33 | 64.86 | 65.10 |
| 82 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 42.66 | 65.20 | 65.28 | 65.28 | 65.18 | 63.42 | 72.35 | 64.61 | 64.21 | 63.96 | 62.96 | 63.96 | 73.40 | 63.64 | 63.53 | 59.65 | 62.23 | 75.09 | 63.69 | 83.46 | 71.66 | 66.09 | 63.67 | 64.74 | 64.25 | 65.20 |
| 83 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 57.19 | 65.59 | 69.85 | 64.98 | 64.94 | 64.31 | 72.23 | 63.78 | 65.15 | 64.58 | 63.55 | 64.57 | 74.65 | 74.47 | 62.83 | 83.62 | 81.92 | 74.91 | 75.13 | 55.99 | 64.35 | 66.05 | 66.18 | 65.30 | 65.28 | 65.10 |
| 100 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.61 | 64.79 | 63.09 | 68.94 | 64.15 | 76.06 | 71.84 | 63.72 | 55.73 | 84.20 | 74.91 | 63.33 | 74.65 | 86.25 | 62.53 | 74.92 | 63.35 | 86.17 | 75.38 | 62.66 | 64.80 | 64.87 | 64.26 | 64.06 | 63.25 | 64.63 |
| 101 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 60.51 | 64.05 | 64.48 | 64.19 | 64.09 | 75.67 | 58.13 | 64.05 | 65.17 | 82.62 | 62.91 | 63.57 | 73.98 | 63.55 | 62.75 | 42.66 | 63.29 | 63.63 | 62.66 | 42.66 | 63.86 | 63.80 | 64.51 | 71.51 | 64.73 | 64.67 |
| 102 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.79 | 42.66 | 82.47 | 64.78 | 64.59 | 76.09 | 42.66 | 83.54 | 70.37 | 69.12 | 75.69 | 63.57 | 74.82 | 63.43 | 62.33 | 42.66 | 62.97 | 74.63 | 56.03 | 63.33 | 64.08 | 64.43 | 64.36 | 64.54 | 63.47 | 64.29 |
| 103 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.40 | 64.68 | 74.20 | 65.14 | 74.51 | 75.20 | 82.68 | 64.02 | 84.90 | 55.84 | 63.39 | 63.21 | 83.78 | 64.07 | 64.25 | 83.78 | 63.79 | 68.14 | 63.61 | 63.21 | 63.21 | 72.64 | 64.19 | 42.66 | 64.64 | 64.74 |
| 120 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.99 | 66.02 | 64.95 | 73.34 | 63.85 | 63.31 | 72.77 | 65.72 | 68.76 | 63.59 | 71.24 | 42.66 | 64.66 | 56.11 | 65.49 | 57.49 | 70.82 | 60.35 | 42.66 | 64.02 | 65.97 | 67.28 | 66.62 | 65.16 | 65.83 | 66.00 |
| 121 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 70.87 | 73.05 | 55.78 | 63.23 | 63.36 | 61.85 | 70.90 | 70.29 | 63.74 | 63.24 | 55.49 | 73.14 | 72.95 | 62.39 | 61.55 | 71.57 | 62.03 | 62.56 | 63.22 | 82.49 | 65.73 | 65.26 | 63.62 | 64.74 | 64.26 | 64.54 |
| 122 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 71.82 | 64.85 | 42.66 | 70.47 | 63.98 | 70.79 | 69.99 | 62.85 | 64.97 | 64.50 | 61.01 | 63.79 | 55.90 | 63.37 | 42.66 | 65.99 | 61.72 | 62.98 | 61.77 | 71.44 | 66.10 | 65.07 | 64.45 | 63.94 | 64.72 | 65.23 |
| 123 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.61 | 42.66 | 64.97 | 66.33 | 64.86 | 80.04 | 72.29 | 75.41 | 63.73 | 65.71 | 74.61 | 63.85 | 74.97 | 63.78 | 64.29 | 60.82 | 64.82 | 56.93 | 63.90 | 64.92 | 72.36 | 66.39 | 65.07 | 64.59 | 65.40 | 65.07 |
| 140 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 63.58 | 69.47 | 60.57 | 65.52 | 64.24 | 62.73 | 70.01 | 64.12 | 62.21 | 63.47 | 73.28 | 61.96 | 73.73 | 67.64 | 62.60 | 79.65 | 62.99 | 62.44 | 76.01 | 61.43 | 63.30 | 65.00 | 63.68 | 63.67 | 63.72 | 63.92 |
| 141 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 42.66 | 65.27 | 57.14 | 66.52 | 73.82 | 75.43 | 66.20 | 64.70 | 74.82 | 65.80 | 87.01 | 64.19 | 72.92 | 64.55 | 64.30 | 65.41 | 67.82 | 61.74 | 63.60 | 63.10 | 63.78 | 64.93 | 63.92 | 69.30 | 65.06 | 65.07 |
| 142 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.61 | 64.34 | 64.73 | 65.34 | 65.03 | 74.33 | 70.39 | 64.69 | 64.69 | 73.89 | 64.09 | 63.59 | 73.99 | 63.62 | 64.46 | 74.50 | 64.06 | 74.49 | 74.64 | 82.54 | 63.28 | 65.17 | 64.74 | 65.02 | 64.56 | 64.73 |
| 143 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 64.25 | 65.17 | 65.23 | 65.24 | 69.36 | 75.28 | 65.84 | 64.58 | 65.62 | 56.87 | 74.81 | 70.81 | 74.62 | 63.56 | 64.52 | 84.84 | 65.02 | 65.30 | 75.64 | 64.09 | 65.95 | 65.43 | 64.94 | 65.62 | 64.25 | 65.09 |
| 160 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.94 | 66.75 | 73.19 | 65.21 | 65.26 | 74.90 | 42.66 | 65.03 | 64.94 | 66.11 | 74.64 | 64.07 | 74.71 | 64.28 | 74.03 | 85.65 | 63.75 | 86.35 | 74.94 | 64.06 | 64.31 | 65.91 | 65.71 | 65.33 | 65.40 | 66.10 |
| 161 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 60.15 | 64.99 | 74.24 | 65.04 | 65.63 | 56.27 | 74.40 | 63.98 | 63.63 | 64.89 | 84.98 | 62.94 | 86.88 | 63.46 | 63.04 | 74.84 | 63.99 | 86.67 | 64.12 | 63.82 | 64.26 | 63.78 | 63.69 | 63.24 | 64.29 | 64.52 |
| 162 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 80.84 | 66.01 | 66.29 | 42.66 | 64.82 | 75.38 | 74.44 | 68.06 | 57.83 | 42.66 | 63.47 | 63.30 | 73.71 | 63.30 | 63.34 | 85.35 | 65.07 | 74.26 | 74.94 | 63.79 | 63.49 | 64.41 | 63.82 | 65.11 | 64.65 | 64.19 |
| 163 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.17 | 73.42 | 64.84 | 72.31 | 59.26 | 76.17 | 58.08 | 66.16 | 83.89 | 42.66 | 75.39 | 62.98 | 73.82 | 64.82 | 64.65 | 84.85 | 62.78 | 64.25 | 75.14 | 63.55 | 63.28 | 63.56 | 64.77 | 64.77 | 64.49 | 64.59 |
| 180 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 70.43 | 66.42 | 65.19 | 42.66 | 70.85 | 62.86 | 64.87 | 65.36 | 71.17 | 64.81 | 63.84 | 62.93 | 74.32 | 68.01 | 65.05 | 56.56 | 71.46 | 66.05 | 62.98 | 60.24 | 67.51 | 66.95 | 66.44 | 66.67 | 65.69 | 67.61 |
| 181 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 76.28 | 65.93 | 66.39 | 66.57 | 66.55 | 65.76 | 56.14 | 64.78 | 65.32 | 66.44 | 64.09 | 64.72 | 68.68 | 81.97 | 66.54 | 56.86 | 64.31 | 57.84 | 64.21 | 63.27 | 65.71 | 65.98 | 65.48 | 65.06 | 65.60 | 65.56 |
| 182 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 65.85 | 65.68 | 56.90 | 66.33 | 65.88 | 64.53 | 72.53 | 65.37 | 65.96 | 70.47 | 56.47 | 64.66 | 57.64 | 64.05 | 65.55 | 66.88 | 67.80 | 71.35 | 64.63 | 64.84 | 65.52 | 66.17 | 66.58 | 72.07 | 65.58 | 65.62 |
| 183 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.43 | 64.15 | 73.52 | 64.19 | 64.38 | 64.36 | 72.06 | 63.45 | 72.02 | 63.86 | 55.90 | 64.33 | 74.27 | 62.37 | 62.71 | 73.62 | 55.73 | 72.66 | 63.91 | 62.67 | 65.84 | 64.89 | 65.10 | 63.55 | 64.31 | 64.07 |
| 200 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.47 | 64.35 | 64.40 | 67.42 | 64.88 | 62.42 | 55.37 | 64.16 | 69.96 | 65.65 | 55.58 | 62.30 | 74.70 | 63.21 | 63.20 | 65.34 | 63.83 | 74.62 | 82.21 | 84.17 | 65.22 | 65.26 | 56.19 | 64.22 | 69.51 | 64.74 |
| 201 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 69.52 | 66.36 | 66.46 | 64.88 | 65.22 | 62.62 | 79.58 | 65.55 | 56.25 | 80.60 | 84.88 | 84.34 | 74.47 | 63.28 | 63.79 | 74.52 | 55.73 | 65.01 | 85.44 | 64.35 | 64.35 | 66.59 | 64.11 | 65.44 | 64.41 | 65.62 |
| 202 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.51 | 65.44 | 79.13 | 65.35 | 65.31 | 74.50 | 73.90 | 66.06 | 74.00 | 64.95 | 64.29 | 64.54 | 74.93 | 84.04 | 62.98 | 75.04 | 64.38 | 63.63 | 64.55 | 63.08 | 65.29 | 64.91 | 64.30 | 65.75 | 64.84 | 65.84 |
| 203 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 81.08 | 66.21 | 65.59 | 64.61 | 65.62 | 75.66 | 73.03 | 64.71 | 74.16 | 65.89 | 74.88 | 63.69 | 74.98 | 63.75 | 63.81 | 74.97 | 63.49 | 64.33 | 74.93 | 63.69 | 66.56 | 64.54 | 63.49 | 65.31 | 64.92 | 65.15 |
| 220 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.16 | 64.58 | 64.33 | 62.62 | 65.47 | 62.48 | 69.70 | 63.89 | 63.11 | 63.55 | 75.47 | 84.97 | 84.14 | 75.35 | 62.52 | 74.15 | 62.19 | 75.15 | 62.60 | 63.18 | 63.25 | 64.08 | 63.70 | 63.36 | 64.95 | 63.22 |
| 221 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.23 | 65.09 | 64.81 | 66.15 | 62.89 | 74.65 | 72.54 | 82.72 | 64.32 | 62.41 | 62.57 | 73.67 | 81.03 | 63.79 | 85.69 | 70.05 | 73.66 | 74.89 | 86.33 | 63.85 | 64.01 | 64.36 | 64.13 | 64.15 | 64.37 |
| 222 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.52 | 69.46 | 65.15 | 64.32 | 73.94 | 86.79 | 73.89 | 64.55 | 65.88 | 64.59 | 75.33 | 63.58 | 73.94 | 60.92 | 55.17 | 74.86 | 63.69 | 68.32 | 55.53 | 63.21 | 62.57 | 63.47 | 63.51 | 64.48 | 65.91 | 66.41 |
| 223 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.81 | 65.30 | 81.72 | 64.96 | 64.24 | 75.01 | 74.05 | 64.42 | 84.06 | 55.36 | 63.19 | 62.71 | 59.10 | 64.25 | 63.77 | 75.91 | 63.31 | 74.02 | 84.41 | 84.13 | 63.19 | 64.87 | 63.76 | 63.74 | 64.75 | 63.76 |
| 240 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 64.07 | 64.23 | 64.61 | 72.51 | 72.04 | 57.47 | 70.48 | 65.03 | 71.39 | 64.75 | 56.50 | 62.59 | 72.82 | 55.52 | 64.15 | 67.75 | 64.10 | 65.78 | 64.00 | 62.89 | 66.01 | 65.67 | 65.66 | 65.36 | 65.38 | 65.61 |
| 241 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.52 | 65.31 | 65.47 | 64.68 | 64.96 | 65.52 | 72.65 | 64.85 | 71.45 | 64.82 | 63.94 | 63.55 | 73.98 | 64.01 | 64.52 | 73.90 | 64.85 | 71.67 | 74.98 | 63.96 | 74.09 | 65.84 | 65.48 | 64.03 | 64.95 | 64.92 |
| 242 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 55.96 | 64.69 | 63.26 | 63.10 | 63.66 | 61.46 | 56.84 | 62.09 | 62.75 | 55.74 | 57.21 | 62.93 | 57.68 | 66.79 | 62.69 | 55.37 | 62.82 | 64.91 | 74.42 | 62.50 | 65.87 | 65.02 | 65.15 | 62.47 | 63.96 | 64.60 |
| 243 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.57 | 69.33 | 64.94 | 64.96 | 64.57 | 56.53 | 56.25 | 65.34 | 65.52 | 68.19 | 75.32 | 55.59 | 59.55 | 63.65 | 64.95 | 73.07 | 63.94 | 57.20 | 72.71 | 63.41 | 64.75 | 65.18 | 64.34 | 65.47 | 70.20 | 64.19 |
| 260 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 56.03 | 64.17 | 62.44 | 64.80 | 57.96 | 62.73 | 71.48 | 64.13 | 75.55 | 70.18 | 63.19 | 61.09 | 60.97 | 62.10 | 62.19 | 62.16 | 62.28 | 70.61 | 74.87 | 61.83 | 64.81 | 64.20 | 63.74 | 64.34 | 64.09 | 64.10 |
| 261 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.47 | 64.77 | 65.38 | 64.35 | 74.03 | 63.06 | 73.62 | 64.19 | 80.27 | 55.12 | 63.31 | 74.61 | 74.89 | 63.88 | 62.98 | 74.51 | 63.20 | 63.38 | 75.13 | 74.54 | 64.81 | 63.95 | 62.89 | 63.03 | 64.41 | 76.21 |
| 262 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.77 | 64.89 | 55.64 | 64.91 | 64.68 | 74.65 | 55.88 | 64.28 | 65.49 | 63.68 | 74.35 | 63.31 | 71.40 | 63.46 | 62.14 | 56.62 | 70.21 | 71.73 | 84.46 | 63.82 | 64.87 | 68.95 | 64.54 | 63.76 | 65.15 | 64.88 |
| 263 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.49 | 65.81 | 55.95 | 65.06 | 73.21 | 56.78 | 82.61 | 64.86 | 64.36 | 76.89 | 64.20 | 63.58 | 69.93 | 67.45 | 63.99 | 75.07 | 82.60 | 75.06 | 63.80 | 63.66 | 64.09 | 64.96 | 65.97 | 64.79 | 65.23 | 68.04 |
| 280 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.77 | 65.49 | 73.06 | 64.59 | 71.45 | 63.32 | 74.34 | 64.80 | 64.08 | 64.84 | 62.92 | 63.55 | 75.18 | 56.32 | 64.05 | 73.91 | 69.51 | 63.57 | 62.86 | 63.57 | 63.14 | 63.95 | 62.94 | 63.69 | 65.39 | 64.36 |
| 281 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.61 | 64.67 | 57.92 | 64.35 | 64.56 | 64.79 | 75.17 | 63.76 | 79.32 | 64.01 | 74.85 | 63.57 | 75.73 | 63.18 | 65.27 | 84.50 | 63.46 | 70.24 | 75.14 | 85.53 | 64.33 | 64.75 | 63.82 | 63.01 | 64.51 | 64.28 |
| 282 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.35 | 66.16 | 69.63 | 64.57 | 55.82 | 56.89 | 83.90 | 65.05 | 67.35 | 64.43 | 86.52 | 63.95 | 73.61 | 85.72 | 63.66 | 81.72 | 63.89 | 68.97 | 85.31 | 64.31 | 65.67 | 64.63 | 64.96 | 64.82 | 64.42 | 64.74 |
| 283 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.80 | 65.12 | 73.88 | 62.96 | 74.60 | 75.74 | 74.76 | 64.17 | 74.39 | 67.10 | 75.60 | 75.13 | 74.47 | 62.56 | 62.79 | 85.05 | 63.07 | 87.47 | 63.32 | 63.55 | 72.87 | 63.79 | 71.31 | 63.90 | 63.19 | 64.44 |
| 300 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.91 | 65.77 | 65.02 | 65.98 | 65.74 | 42.66 | 70.71 | 64.48 | 64.84 | 64.45 | 65.14 | 63.43 | 55.94 | 63.50 | 64.56 | 56.55 | 64.45 | 71.95 | 63.91 | 74.05 | 67.07 | 68.92 | 71.64 | 68.43 | 66.04 | 66.11 |
| 301 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 71.57 | 64.80 | 67.48 | 63.54 | 64.42 | 63.92 | 69.35 | 63.22 | 64.65 | 67.62 | 82.68 | 60.10 | 73.14 | 62.89 | 63.52 | 59.77 | 62.89 | 80.42 | 62.81 | 60.70 | 71.00 | 69.11 | 64.76 | 63.75 | 63.12 | 67.48 |
| 302 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 55.56 | 70.00 | 63.13 | 63.75 | 64.97 | 81.97 | 71.44 | 70.10 | 70.86 | 55.81 | 63.09 | 60.69 | 63.95 | 60.71 | 63.05 | 63.70 | 64.35 | 64.08 | 62.44 | 62.33 | 64.59 | 65.80 | 64.93 | 63.07 | 64.03 | 65.35 |
| 303 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 57.62 | 63.25 | 64.46 | 63.43 | 63.13 | 83.18 | 79.11 | 64.96 | 63.95 | 64.77 | 74.53 | 80.65 | 78.46 | 62.92 | 62.50 | 83.94 | 62.84 | 63.18 | 74.30 | 63.85 | 63.92 | 64.10 | 63.42 | 63.04 | 63.63 | 63.44 |
| 320 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.99 | 65.46 | 55.52 | 65.08 | 64.84 | 64.69 | 59.73 | 64.06 | 42.66 | 64.79 | 42.66 | 61.58 | 82.59 | 63.84 | 64.50 | 74.95 | 65.77 | 66.54 | 74.89 | 63.19 | 65.92 | 64.52 | 64.60 | 64.63 | 65.27 | 64.62 |
| 321 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.94 | 65.06 | 64.35 | 64.21 | 64.66 | 74.62 | 72.22 | 64.43 | 73.80 | 73.72 | 74.95 | 64.22 | 83.24 | 62.38 | 63.29 | 64.58 | 62.84 | 74.27 | 62.88 | 63.40 | 65.30 | 66.13 | 64.24 | 62.41 | 64.11 | 67.82 |
| 322 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 71.35 | 65.28 | 73.54 | 64.86 | 65.64 | 63.12 | 78.69 | 64.37 | 76.31 | 59.30 | 64.29 | 63.74 | 74.96 | 64.09 | 62.66 | 64.81 | 64.34 | 74.99 | 82.05 | 81.35 | 64.54 | 64.65 | 64.51 | 63.89 | 64.41 | 64.38 |
| 323 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.21 | 65.50 | 73.17 | 64.98 | 64.65 | 75.32 | 80.29 | 65.20 | 60.64 | 64.62 | 74.92 | 63.57 | 74.88 | 63.94 | 63.68 | 80.57 | 79.32 | 64.05 | 63.19 | 63.03 | 64.50 | 63.73 | 63.99 | 64.20 | 64.62 | 63.97 |
| 340 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.63 | 64.61 | 78.33 | 65.19 | 65.93 | 75.38 | 82.88 | 64.18 | 78.64 | 64.99 | 75.14 | 63.57 | 74.15 | 64.34 | 64.49 | 74.47 | 63.54 | 74.11 | 75.13 | 63.51 | 63.79 | 63.10 | 64.17 | 65.73 | 82.97 | 64.04 |
| 341 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 65.39 | 64.57 | 73.73 | 64.83 | 74.60 | 62.86 | 74.66 | 63.24 | 86.25 | 63.59 | 86.68 | 63.32 | 74.85 | 80.49 | 62.86 | 70.47 | 63.81 | 80.64 | 74.89 | 63.64 | 63.66 | 64.74 | 64.09 | 64.07 | 64.46 | 64.26 |
| 342 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.31 | 65.83 | 65.87 | 65.08 | 74.58 | 56.36 | 74.32 | 68.71 | 64.90 | 65.28 | 75.05 | 87.08 | 81.90 | 63.71 | 64.39 | 78.59 | 62.83 | 82.54 | 63.11 | 63.82 | 64.26 | 73.56 | 64.56 | 64.98 | 64.25 | 65.36 |
| 343 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.91 | 64.51 | 56.87 | 72.83 | 66.47 | 56.23 | 74.67 | 64.51 | 75.22 | 64.57 | 55.78 | 64.07 | 74.93 | 85.09 | 64.00 | 75.21 | 84.17 | 81.31 | 75.12 | 63.54 | 63.40 | 64.46 | 64.45 | 64.51 | 64.38 | 71.81 |
| 360 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.97 | 64.68 | 64.23 | 64.70 | 64.76 | 74.21 | 74.87 | 70.89 | 63.62 | 64.99 | 88.53 | 73.75 | 73.84 | 87.43 | 64.79 | 71.17 | 70.69 | 74.09 | 74.46 | 74.56 | 63.51 | 63.84 | 73.58 | 74.05 | 73.85 | 64.40 |
| 361 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.31 | 65.29 | 63.83 | 64.67 | 64.59 | 70.45 | 69.73 | 69.92 | 75.31 | 64.62 | 74.59 | 74.70 | 71.48 | 73.37 | 63.74 | 70.89 | 74.14 | 74.91 | 74.86 | 73.99 | 62.84 | 63.62 | 69.80 | 64.16 | 69.98 | 63.89 |
| 362 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.38 | 64.97 | 65.16 | 65.09 | 64.53 | 74.68 | 70.96 | 73.60 | 72.91 | 64.85 | 71.53 | 75.75 | 73.67 | 73.55 | 63.97 | 74.20 | 74.37 | 70.66 | 74.02 | 71.02 | 64.79 | 64.27 | 73.14 | 65.56 | 64.30 | 64.76 |
| 363 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.06 | 63.79 | 84.54 | 63.53 | 63.79 | 76.13 | 74.85 | 63.90 | 70.70 | 70.18 | 74.09 | 73.99 | 74.59 | 70.47 | 63.24 | 73.49 | 63.42 | 73.73 | 74.36 | 73.78 | 64.01 | 62.74 | 73.67 | 70.64 | 73.16 | 63.82 |
| 380 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.29 | 65.25 | 63.88 | 64.92 | 64.49 | 71.30 | 73.21 | 63.57 | 65.67 | 65.16 | 74.37 | 74.98 | 71.55 | 63.29 | 63.19 | 73.84 | 74.60 | 72.87 | 75.01 | 71.67 | 88.41 | 64.19 | 72.91 | 64.98 | 72.76 | 65.72 |
| 381 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 65.50 | 64.28 | 69.96 | 64.78 | 64.53 | 74.79 | 74.85 | 63.88 | 63.47 | 87.84 | 70.76 | 74.00 | 88.83 | 72.87 | 62.65 | 72.60 | 63.89 | 73.37 | 74.83 | 74.75 | 73.89 | 64.77 | 73.55 | 64.30 | 73.68 | 70.12 |
| 382 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.03 | 64.20 | 64.10 | 64.44 | 64.51 | 71.04 | 74.25 | 63.60 | 63.65 | 65.40 | 74.37 | 64.54 | 71.38 | 73.59 | 63.73 | 73.50 | 63.64 | 71.14 | 74.76 | 74.02 | 63.42 | 63.60 | 72.65 | 63.41 | 64.14 | 73.63 |
| 383 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 68.45 | 64.14 | 64.01 | 66.00 | 64.04 | 74.36 | 73.93 | 63.43 | 63.85 | 64.78 | 74.39 | 70.34 | 72.82 | 72.78 | 63.39 | 73.29 | 74.30 | 72.57 | 74.31 | 70.82 | 63.51 | 63.93 | 72.42 | 64.85 | 64.04 | 64.28 |
| 400 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 66.20 | 64.76 | 63.92 | 64.74 | 64.96 | 74.89 | 74.31 | 63.94 | 64.22 | 64.33 | 74.12 | 74.45 | 73.39 | 61.81 | 64.17 | 72.85 | 62.89 | 70.02 | 74.80 | 70.58 | 53.26 | 63.90 | 71.91 | 63.67 | 73.11 | 69.72 |
| 401 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.49 | 64.73 | 69.87 | 65.51 | 65.25 | 73.87 | 70.58 | 64.68 | 65.07 | 65.52 | 74.50 | 74.52 | 87.15 | 63.91 | 63.75 | 73.41 | 65.20 | 69.72 | 73.60 | 74.84 | 87.32 | 64.44 | 72.39 | 64.78 | 64.19 | 64.42 |
| 402 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 65.73 | 64.72 | 64.20 | 65.36 | 64.78 | 74.53 | 74.09 | 86.71 | 64.30 | 63.66 | 74.03 | 75.24 | 87.91 | 72.89 | 64.27 | 73.44 | 64.07 | 72.81 | 73.64 | 74.28 | 63.69 | 62.54 | 72.18 | 63.42 | 64.03 | 64.45 |
| 403 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 66.37 | 64.51 | 86.93 | 64.75 | 64.51 | 74.63 | 70.60 | 63.57 | 64.08 | 64.96 | 74.36 | 63.57 | 70.03 | 73.00 | 63.44 | 70.64 | 70.62 | 86.42 | 74.08 | 74.25 | 54.67 | 65.00 | 69.50 | 64.06 | 64.93 | 63.89 |
| 420 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.29 | 64.49 | 63.68 | 63.94 | 64.42 | 74.90 | 73.54 | 64.23 | 73.31 | 70.90 | 74.33 | 74.66 | 73.71 | 70.74 | 63.09 | 89.19 | 63.53 | 70.83 | 74.83 | 74.46 | 73.65 | 62.94 | 70.46 | 64.83 | 74.41 | 64.41 |
| 421 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.67 | 65.33 | 64.65 | 66.86 | 65.02 | 74.23 | 73.83 | 65.20 | 81.28 | 66.34 | 70.66 | 74.74 | 73.03 | 73.38 | 63.89 | 71.96 | 63.69 | 72.81 | 74.83 | 74.24 | 63.19 | 64.99 | 70.44 | 65.51 | 63.65 | 73.14 |
| 422 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 64.24 | 70.05 | 63.46 | 63.05 | 64.11 | 87.05 | 87.23 | 63.37 | 87.50 | 64.14 | 74.09 | 74.39 | 86.28 | 73.29 | 63.14 | 71.00 | 63.47 | 73.52 | 74.47 | 74.50 | 63.40 | 63.80 | 73.46 | 63.67 | 55.40 | 63.55 |
| 423 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 68.86 | 63.55 | 64.50 | 64.11 | 65.93 | 75.13 | 73.69 | 88.31 | 73.50 | 64.57 | 73.89 | 74.27 | 71.74 | 71.52 | 64.54 | 89.73 | 73.58 | 70.85 | 75.05 | 73.99 | 63.39 | 64.14 | 72.99 | 64.85 | 72.64 | 65.11 |
| 440 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.08 | 64.94 | 64.30 | 63.99 | 64.27 | 75.10 | 74.67 | 63.96 | 70.08 | 64.62 | 74.61 | 74.77 | 70.54 | 63.59 | 63.46 | 74.12 | 64.22 | 73.04 | 74.39 | 74.83 | 63.60 | 64.26 | 73.91 | 64.70 | 72.08 | 64.51 |
| 441 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.77 | 64.39 | 63.99 | 64.88 | 64.45 | 74.44 | 86.04 | 62.75 | 74.67 | 65.04 | 73.60 | 71.50 | 74.10 | 71.64 | 63.37 | 70.55 | 74.47 | 72.88 | 72.21 | 74.53 | 63.94 | 65.94 | 72.68 | 65.22 | 72.89 | 64.72 |
| 442 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.72 | 63.97 | 63.63 | 64.57 | 64.54 | 75.10 | 74.06 | 63.98 | 87.03 | 64.40 | 73.86 | 64.08 | 71.38 | 87.14 | 63.51 | 87.37 | 63.49 | 73.11 | 74.59 | 74.00 | 55.34 | 64.74 | 72.39 | 63.77 | 71.22 | 64.90 |
| 443 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.42 | 64.92 | 74.57 | 64.54 | 64.51 | 74.45 | 73.54 | 88.51 | 64.65 | 63.62 | 74.25 | 74.51 | 71.08 | 72.83 | 63.53 | 73.46 | 71.51 | 72.75 | 74.14 | 74.25 | 72.68 | 64.39 | 73.36 | 64.45 | 72.13 | 73.35 |
| 460 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.18 | 64.12 | 64.63 | 65.48 | 65.51 | 63.17 | 74.60 | 64.31 | 65.87 | 86.36 | 74.33 | 74.52 | 69.52 | 70.74 | 63.48 | 71.01 | 64.58 | 73.13 | 75.34 | 74.03 | 63.17 | 64.19 | 72.63 | 64.73 | 63.53 | 69.56 |
| 461 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.95 | 86.61 | 64.03 | 64.52 | 64.74 | 63.77 | 73.87 | 87.04 | 64.86 | 63.73 | 70.29 | 74.62 | 72.67 | 73.16 | 63.38 | 73.20 | 70.13 | 73.32 | 74.13 | 74.10 | 63.76 | 64.36 | 73.15 | 64.37 | 64.74 | 64.81 |
| 462 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.19 | 65.48 | 64.79 | 64.81 | 64.79 | 74.70 | 71.00 | 63.57 | 69.65 | 66.09 | 74.60 | 64.24 | 71.89 | 71.75 | 62.68 | 73.31 | 62.91 | 72.52 | 74.42 | 88.03 | 64.26 | 63.79 | 72.92 | 65.16 | 63.69 | 63.94 |
| 463 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.48 | 64.40 | 64.51 | 64.79 | 64.78 | 74.83 | 69.76 | 62.74 | 69.83 | 64.41 | 74.39 | 63.14 | 73.39 | 70.44 | 63.87 | 73.13 | 63.62 | 72.79 | 74.11 | 74.57 | 64.17 | 63.74 | 73.89 | 63.92 | 72.93 | 64.89 |
| 480 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.44 | 65.46 | 64.78 | 65.58 | 64.90 | 65.23 | 73.80 | 87.94 | 65.87 | 66.12 | 72.11 | 74.66 | 73.66 | 74.04 | 63.93 | 71.65 | 74.12 | 71.61 | 70.74 | 74.08 | 72.09 | 66.20 | 72.87 | 66.15 | 73.35 | 65.21 |
| 481 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.58 | 64.63 | 73.93 | 65.42 | 64.79 | 75.15 | 88.09 | 64.24 | 71.06 | 65.76 | 88.86 | 74.82 | 73.70 | 73.97 | 64.12 | 71.52 | 74.28 | 71.25 | 74.78 | 75.57 | 63.83 | 64.23 | 72.41 | 65.00 | 63.81 | 64.81 |
| 482 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.34 | 63.74 | 86.13 | 63.57 | 64.17 | 74.90 | 87.36 | 64.24 | 73.33 | 63.82 | 74.59 | 75.03 | 87.61 | 62.44 | 63.77 | 73.92 | 73.82 | 73.50 | 73.40 | 73.29 | 63.71 | 63.91 | 73.12 | 64.31 | 64.28 | 64.42 |
| 483 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.81 | 87.43 | 64.82 | 64.53 | 64.84 | 75.52 | 73.66 | 65.52 | 64.83 | 65.65 | 74.37 | 73.78 | 73.60 | 69.60 | 64.28 | 73.12 | 63.84 | 72.87 | 74.14 | 73.74 | 63.96 | 64.54 | 73.59 | 64.12 | 73.14 | 74.13 |
| 500 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.50 | 66.00 | 64.16 | 64.85 | 64.83 | 75.15 | 86.50 | 70.05 | 70.63 | 64.57 | 74.86 | 73.90 | 73.42 | 73.27 | 63.21 | 73.71 | 63.83 | 71.20 | 74.12 | 74.27 | 73.55 | 64.16 | 72.65 | 65.23 | 64.64 | 73.66 |
| 501 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.49 | 63.97 | 69.56 | 65.15 | 64.53 | 74.37 | 74.48 | 64.07 | 64.01 | 63.72 | 74.14 | 73.89 | 73.85 | 73.32 | 63.99 | 87.60 | 74.44 | 73.61 | 71.40 | 73.73 | 63.82 | 63.44 | 73.16 | 63.21 | 73.88 | 65.51 |
| 502 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.20 | 64.75 | 63.99 | 64.68 | 64.78 | 89.57 | 73.85 | 64.37 | 70.91 | 69.81 | 70.10 | 75.06 | 73.59 | 73.56 | 63.47 | 71.32 | 64.33 | 72.83 | 73.68 | 73.96 | 63.28 | 63.94 | 74.91 | 64.55 | 72.70 | 65.54 |
| 503 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.04 | 64.79 | 73.96 | 64.17 | 64.48 | 89.02 | 73.79 | 63.46 | 64.53 | 70.91 | 74.33 | 74.45 | 73.92 | 73.22 | 63.04 | 72.61 | 62.52 | 72.12 | 74.09 | 74.28 | 63.62 | 63.51 | 72.21 | 73.86 | 63.51 | 64.26 |
| 520 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.31 | 64.60 | 64.78 | 65.43 | 65.50 | 64.32 | 73.87 | 64.15 | 63.17 | 69.97 | 73.59 | 63.85 | 73.92 | 73.33 | 63.33 | 73.77 | 73.15 | 71.33 | 75.60 | 74.31 | 62.91 | 63.56 | 73.16 | 64.53 | 74.40 | 65.48 |
| 521 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 65.76 | 64.53 | 64.49 | 64.86 | 64.91 | 64.07 | 73.87 | 63.78 | 64.24 | 70.75 | 74.59 | 74.36 | 73.18 | 73.56 | 63.39 | 70.78 | 64.77 | 72.83 | 73.83 | 74.54 | 52.54 | 64.12 | 69.33 | 64.79 | 71.94 | 64.80 |
| 522 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.62 | 64.78 | 65.25 | 64.95 | 64.45 | 74.37 | 73.89 | 65.01 | 64.59 | 65.08 | 74.09 | 63.49 | 71.23 | 64.11 | 63.76 | 70.42 | 64.30 | 73.30 | 73.57 | 74.80 | 64.42 | 64.96 | 72.18 | 64.62 | 64.98 | 65.50 |
| 523 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.59 | 64.31 | 64.91 | 65.55 | 65.20 | 74.62 | 74.65 | 63.80 | 64.35 | 64.75 | 74.58 | 70.46 | 73.14 | 73.06 | 64.11 | 69.53 | 63.79 | 73.06 | 74.36 | 75.32 | 65.13 | 65.08 | 72.41 | 65.43 | 64.85 | 64.65 |
| 540 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.13 | 64.00 | 63.99 | 63.71 | 64.38 | 74.63 | 74.16 | 64.03 | 64.67 | 64.79 | 74.63 | 71.30 | 70.62 | 73.53 | 64.76 | 87.40 | 63.62 | 70.39 | 73.97 | 74.26 | 63.99 | 62.60 | 72.91 | 63.80 | 73.67 | 73.93 |
| 541 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 70.05 | 64.20 | 63.75 | 64.39 | 63.80 | 74.88 | 73.66 | 64.49 | 70.66 | 70.21 | 74.11 | 74.49 | 72.12 | 70.79 | 63.93 | 71.72 | 70.07 | 71.20 | 74.34 | 71.38 | 62.54 | 62.54 | 73.45 | 63.82 | 63.56 | 70.27 |
| 542 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.31 | 63.94 | 69.19 | 63.68 | 63.63 | 74.36 | 69.94 | 88.04 | 70.62 | 64.18 | 74.23 | 74.27 | 89.55 | 73.49 | 63.37 | 69.16 | 74.07 | 70.25 | 74.12 | 74.04 | 61.95 | 63.14 | 72.78 | 63.70 | 74.12 | 63.59 |
| 543 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.71 | 65.03 | 69.50 | 65.06 | 65.01 | 70.62 | 74.27 | 64.30 | 63.79 | 64.59 | 71.68 | 73.05 | 74.19 | 74.00 | 64.32 | 88.39 | 74.62 | 72.73 | 74.75 | 74.23 | 55.47 | 86.52 | 73.05 | 64.60 | 72.92 | 73.53 |
| 560 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 64.95 | 64.73 | 64.68 | 69.72 | 64.53 | 74.94 | 73.55 | 64.04 | 72.36 | 63.84 | 74.11 | 74.48 | 73.90 | 63.71 | 63.55 | 73.35 | 64.27 | 73.35 | 75.07 | 74.25 | 64.18 | 63.99 | 72.88 | 64.24 | 64.09 | 64.78 |
| 561 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 65.29 | 69.04 | 65.79 | 69.83 | 74.52 | 74.12 | 65.24 | 65.26 | 65.33 | 73.86 | 71.06 | 70.18 | 69.85 | 63.28 | 70.86 | 70.95 | 72.94 | 74.82 | 73.70 | 63.79 | 65.74 | 72.40 | 63.93 | 89.04 | 73.16 |
| 562 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 64.83 | 65.22 | 64.04 | 64.81 | 64.76 | 74.84 | 74.10 | 63.72 | 64.53 | 65.49 | 74.61 | 74.50 | 71.73 | 71.08 | 63.63 | 72.82 | 63.70 | 73.88 | 73.81 | 74.02 | 72.22 | 64.15 | 74.13 | 64.47 | 64.53 | 64.20 |
| 563 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 69.85 | 65.42 | 64.40 | 65.37 | 65.08 | 74.65 | 73.90 | 63.51 | 73.91 | 64.10 | 89.14 | 74.63 | 71.70 | 73.30 | 63.12 | 72.11 | 74.39 | 73.27 | 75.29 | 73.85 | 62.57 | 64.41 | 73.12 | 64.11 | 64.52 | 73.86 |
| 580 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.44 | 65.18 | 65.51 | 65.06 | 64.62 | 75.40 | 74.19 | 88.93 | 70.21 | 70.01 | 74.12 | 74.10 | 87.71 | 73.13 | 63.60 | 65.27 | 63.63 | 64.67 | 73.60 | 74.78 | 64.70 | 63.99 | 72.64 | 69.07 | 64.22 | 64.47 |
| 581 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.64 | 64.95 | 64.26 | 64.86 | 64.94 | 74.91 | 74.37 | 63.97 | 87.48 | 65.19 | 74.84 | 63.99 | 73.12 | 63.85 | 63.50 | 73.87 | 63.07 | 72.70 | 74.59 | 74.39 | 63.92 | 63.92 | 73.16 | 64.98 | 73.43 | 69.79 |
| 582 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 66.24 | 64.38 | 64.29 | 64.56 | 64.21 | 74.41 | 73.47 | 63.74 | 64.85 | 64.45 | 74.12 | 71.07 | 73.40 | 73.02 | 63.74 | 73.41 | 71.28 | 72.84 | 73.79 | 73.79 | 64.56 | 63.92 | 72.40 | 73.91 | 64.01 | 64.63 |
| 583 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.09 | 64.55 | 65.03 | 64.35 | 65.88 | 64.21 | 75.53 | 63.91 | 64.77 | 65.43 | 75.18 | 63.32 | 88.89 | 63.87 | 63.39 | 70.92 | 63.00 | 70.91 | 74.52 | 74.58 | 63.71 | 64.19 | 72.63 | 64.47 | 63.47 | 64.40 |
| 600 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 64.59 | 63.58 | 63.02 | 63.67 | 74.78 | 87.54 | 63.55 | 64.56 | 63.67 | 74.02 | 73.77 | 73.87 | 74.17 | 62.36 | 74.89 | 74.09 | 73.96 | 74.82 | 74.79 | 63.47 | 63.13 | 73.16 | 73.56 | 73.17 | 64.01 |
| 601 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 64.47 | 64.90 | 64.33 | 64.64 | 64.15 | 75.69 | 74.08 | 64.85 | 70.99 | 65.37 | 74.36 | 73.58 | 73.97 | 62.87 | 62.78 | 74.10 | 74.34 | 72.48 | 70.72 | 72.59 | 63.57 | 64.58 | 70.20 | 65.73 | 73.55 | 64.32 |
| 602 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.13 | 64.24 | 69.94 | 63.94 | 65.04 | 74.77 | 73.64 | 64.14 | 64.22 | 65.68 | 74.33 | 74.24 | 73.88 | 74.10 | 63.69 | 73.12 | 73.34 | 72.02 | 70.89 | 75.33 | 54.78 | 63.84 | 72.22 | 64.42 | 73.83 | 64.19 |
| 603 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.02 | 63.04 | 63.20 | 63.58 | 63.35 | 87.92 | 70.76 | 63.40 | 69.79 | 63.79 | 74.65 | 71.07 | 69.59 | 74.54 | 62.60 | 73.48 | 62.39 | 73.58 | 73.93 | 74.56 | 69.96 | 63.79 | 73.20 | 63.29 | 55.77 | 73.79 |
| 620 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 65.42 | 64.18 | 63.24 | 64.19 | 64.27 | 73.94 | 74.17 | 64.43 | 64.14 | 63.76 | 74.12 | 73.58 | 73.69 | 73.50 | 63.07 | 71.30 | 64.10 | 72.71 | 74.60 | 73.75 | 64.26 | 63.79 | 72.91 | 64.27 | 64.53 | 63.92 |
| 621 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.96 | 64.03 | 64.65 | 64.36 | 64.76 | 74.81 | 74.04 | 63.49 | 65.17 | 63.99 | 74.34 | 74.58 | 74.34 | 73.48 | 63.53 | 72.64 | 63.32 | 70.98 | 74.21 | 73.53 | 62.83 | 62.88 | 73.38 | 64.47 | 72.68 | 64.98 |
| 622 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.43 | 64.45 | 69.73 | 65.14 | 64.76 | 74.78 | 74.51 | 63.59 | 71.03 | 71.08 | 72.22 | 74.04 | 72.90 | 70.69 | 63.26 | 88.27 | 64.17 | 74.58 | 74.08 | 75.08 | 63.49 | 65.15 | 73.84 | 64.03 | 72.91 | 64.51 |
| 623 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 64.41 | 64.57 | 87.95 | 63.79 | 70.00 | 75.04 | 74.13 | 87.82 | 63.78 | 64.93 | 87.04 | 73.60 | 73.31 | 73.31 | 62.53 | 73.97 | 70.84 | 73.83 | 74.26 | 87.60 | 70.00 | 63.47 | 72.33 | 63.49 | 63.49 | 64.06 |
| 640 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 64.38 | 63.76 | 64.42 | 64.74 | 74.78 | 73.80 | 63.98 | 65.39 | 64.62 | 74.08 | 74.04 | 70.43 | 73.84 | 64.63 | 73.80 | 62.82 | 86.66 | 74.58 | 75.25 | 63.19 | 63.30 | 63.69 | 63.56 | 64.67 | 63.69 |
| 641 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.10 | 65.40 | 64.98 | 64.63 | 65.73 | 62.97 | 71.11 | 64.35 | 70.33 | 65.50 | 74.83 | 71.54 | 73.60 | 73.08 | 63.44 | 71.54 | 70.76 | 72.81 | 74.34 | 74.52 | 63.92 | 64.17 | 73.16 | 64.49 | 64.47 | 73.80 |
| 642 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.54 | 64.36 | 86.83 | 64.74 | 65.01 | 75.08 | 74.31 | 63.45 | 65.26 | 65.36 | 74.82 | 74.80 | 73.89 | 70.07 | 63.68 | 74.21 | 64.33 | 73.12 | 74.11 | 75.12 | 64.30 | 64.19 | 85.30 | 64.58 | 70.24 | 65.25 |
| 643 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 65.74 | 64.63 | 64.76 | 64.90 | 65.20 | 63.38 | 73.76 | 64.82 | 64.77 | 65.17 | 73.87 | 74.18 | 73.09 | 70.71 | 63.24 | 73.25 | 65.26 | 73.74 | 73.85 | 73.83 | 64.43 | 64.41 | 69.55 | 64.34 | 73.89 | 65.14 |
| 660 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 64.55 | 86.63 | 63.56 | 64.83 | 63.51 | 74.53 | 73.81 | 64.57 | 70.68 | 63.57 | 74.33 | 75.57 | 71.54 | 70.33 | 62.76 | 73.91 | 73.94 | 71.05 | 74.30 | 74.64 | 73.44 | 70.49 | 69.88 | 63.76 | 63.14 | 74.46 |
| 661 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 68.55 | 65.47 | 64.44 | 64.98 | 64.84 | 74.63 | 74.08 | 70.30 | 70.13 | 64.65 | 74.14 | 74.27 | 70.16 | 73.01 | 64.05 | 71.76 | 63.59 | 89.38 | 73.83 | 71.38 | 73.92 | 63.39 | 72.96 | 63.73 | 64.21 | 64.20 |
| 662 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.71 | 65.14 | 69.01 | 64.54 | 65.01 | 75.04 | 74.71 | 64.94 | 64.61 | 65.55 | 73.84 | 74.52 | 70.86 | 73.73 | 64.54 | 74.75 | 74.02 | 73.34 | 74.87 | 74.27 | 63.94 | 63.69 | 73.53 | 73.39 | 73.16 | 73.33 |
| 663 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 64.73 | 65.45 | 88.57 | 64.44 | 64.38 | 74.68 | 74.09 | 63.91 | 63.96 | 64.11 | 74.11 | 75.04 | 71.77 | 63.43 | 63.56 | 71.30 | 74.73 | 73.30 | 72.67 | 73.51 | 74.16 | 70.56 | 72.64 | 63.85 | 64.31 | 64.12 |
| 680 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.43 | 64.27 | 68.92 | 70.44 | 64.78 | 76.05 | 89.41 | 64.00 | 64.36 | 64.73 | 74.37 | 71.45 | 74.22 | 73.00 | 63.87 | 75.19 | 64.55 | 70.93 | 74.23 | 73.99 | 63.44 | 64.45 | 72.91 | 64.24 | 70.45 | 63.92 |
| 681 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.60 | 63.95 | 63.84 | 65.02 | 64.40 | 74.76 | 75.81 | 64.13 | 73.72 | 62.42 | 73.62 | 74.52 | 87.28 | 73.31 | 62.89 | 73.21 | 74.16 | 73.91 | 73.86 | 73.96 | 63.92 | 63.69 | 72.53 | 63.82 | 73.29 | 70.34 |
| 682 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.40 | 70.76 | 64.30 | 65.01 | 64.42 | 75.07 | 73.95 | 64.41 | 64.46 | 63.95 | 74.37 | 74.04 | 73.12 | 73.50 | 63.84 | 73.39 | 63.77 | 73.23 | 73.79 | 74.77 | 63.26 | 63.53 | 72.80 | 64.02 | 63.44 | 73.41 |
| 683 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 64.65 | 64.47 | 63.86 | 63.77 | 64.08 | 75.29 | 70.74 | 63.92 | 63.59 | 63.34 | 71.04 | 62.82 | 70.83 | 71.38 | 63.86 | 72.62 | 64.10 | 73.27 | 74.68 | 73.78 | 62.65 | 63.69 | 73.10 | 69.36 | 72.88 | 69.53 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.51 | 58.27 | 60.12 | 59.54 | 73.38 | 76.97 | 73.61 | 66.13 | 66.53 | 62.40 | 56.16 | 57.18 | 50.60 | 56.92 | 59.73 | 57.90 | 57.13 | 58.08 | 55.28 | 57.12 | 58.40 | 58.81 | 60.18 | 57.83 | 59.44 | 57.93 |
| 1 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.43 | 58.63 | 56.91 | 59.42 | 59.33 | 56.41 | 49.17 | 65.10 | 59.32 | 57.86 | 57.38 | 56.76 | 74.95 | 56.93 | 57.36 | 51.12 | 57.73 | 57.44 | 55.41 | 49.98 | 58.39 | 57.44 | 58.85 | 49.17 | 57.06 | 57.23 |
| 2 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 79.25 | 58.67 | 69.93 | 58.97 | 57.46 | 50.13 | 72.86 | 57.36 | 58.04 | 57.90 | 76.05 | 49.17 | 75.33 | 57.47 | 58.06 | 75.03 | 56.12 | 72.33 | 56.48 | 76.45 | 57.81 | 49.17 | 57.56 | 58.05 | 57.19 | 56.65 |
| 3 | 372 | 8 | 0.10 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 57.71 | 58.19 | 57.28 | 57.31 | 57.60 | 50.82 | 49.84 | 58.00 | 75.52 | 57.45 | 55.60 | 57.01 | 74.78 | 56.41 | 55.56 | 57.35 | 49.17 | 57.02 | 56.61 | 55.57 | 61.28 | 57.40 | 56.45 | 56.34 | 57.16 | 56.43 |
| 20 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.34 | 59.29 | 59.05 | 58.93 | 59.59 | 56.90 | 74.95 | 58.10 | 84.47 | 59.67 | 57.32 | 85.82 | 76.02 | 57.74 | 57.80 | 76.40 | 57.41 | 75.53 | 50.25 | 56.47 | 59.33 | 58.65 | 51.67 | 57.38 | 57.72 | 57.47 |
| 21 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 53.51 | 51.33 | 74.83 | 56.57 | 58.51 | 56.57 | 87.34 | 57.03 | 57.95 | 49.17 | 49.99 | 57.10 | 75.62 | 56.08 | 57.25 | 76.27 | 55.81 | 75.44 | 87.33 | 76.90 | 56.27 | 56.81 | 56.93 | 57.38 | 56.97 | 56.50 |
| 22 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.78 | 58.15 | 74.72 | 58.27 | 58.83 | 76.15 | 85.60 | 57.96 | 75.71 | 56.58 | 87.09 | 56.61 | 62.42 | 62.59 | 57.49 | 76.31 | 56.89 | 63.29 | 77.38 | 56.58 | 56.23 | 56.86 | 56.97 | 56.43 | 56.45 | 56.93 |
| 23 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.22 | 57.50 | 58.12 | 58.46 | 58.59 | 76.37 | 58.98 | 58.78 | 57.82 | 87.52 | 67.37 | 57.26 | 83.45 | 57.48 | 58.12 | 82.84 | 57.66 | 80.70 | 76.33 | 88.83 | 67.35 | 57.13 | 56.37 | 56.85 | 57.85 | 57.28 |
| 40 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.61 | 58.88 | 50.49 | 58.30 | 74.12 | 76.17 | 75.90 | 57.47 | 56.71 | 58.54 | 75.79 | 56.63 | 89.34 | 75.76 | 58.67 | 73.85 | 57.24 | 50.15 | 88.02 | 56.58 | 79.85 | 56.63 | 56.28 | 57.58 | 56.96 | 56.87 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.50 | 58.26 | 74.06 | 58.76 | 59.11 | 57.52 | 88.66 | 58.42 | 66.90 | 58.68 | 76.20 | 56.73 | 75.83 | 86.61 | 58.44 | 75.74 | 58.39 | 59.51 | 57.20 | 56.88 | 56.44 | 57.87 | 57.59 | 56.76 | 58.00 | 58.13 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.96 | 59.04 | 74.98 | 59.39 | 65.85 | 49.17 | 82.61 | 57.87 | 83.10 | 58.55 | 90.88 | 57.44 | 57.13 | 57.84 | 58.37 | 76.14 | 75.66 | 74.38 | 77.05 | 57.50 | 57.12 | 57.93 | 57.93 | 56.91 | 67.03 | 60.49 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.86 | 57.77 | 58.57 | 58.16 | 59.39 | 57.23 | 74.83 | 62.22 | 88.99 | 62.71 | 75.67 | 56.75 | 75.38 | 57.38 | 59.44 | 86.77 | 56.92 | 62.66 | 56.50 | 90.31 | 57.48 | 56.54 | 75.39 | 56.19 | 57.73 | 56.37 |
| 60 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 56.47 | 50.36 | 49.93 | 55.71 | 66.40 | 52.04 | 72.97 | 54.42 | 62.30 | 64.00 | 54.58 | 50.25 | 74.66 | 59.91 | 55.53 | 74.93 | 55.52 | 50.10 | 55.12 | 54.16 | 73.54 | 54.53 | 54.34 | 55.70 | 49.17 | 54.38 |
| 61 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 61.56 | 59.21 | 60.02 | 59.70 | 59.68 | 72.52 | 50.19 | 57.78 | 59.18 | 58.52 | 58.00 | 57.63 | 60.15 | 73.26 | 58.84 | 76.01 | 62.84 | 59.40 | 87.78 | 56.99 | 58.79 | 57.50 | 58.18 | 58.09 | 57.35 | 56.91 |
| 62 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.26 | 56.14 | 58.44 | 62.98 | 66.51 | 75.77 | 73.98 | 55.68 | 55.36 | 53.96 | 75.18 | 55.46 | 74.74 | 55.28 | 56.55 | 54.35 | 65.19 | 49.93 | 54.40 | 49.53 | 49.17 | 56.07 | 55.95 | 55.60 | 55.38 | 55.72 |
| 63 | 372 | 8 | 0.10 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 60.55 | 67.86 | 71.49 | 59.30 | 70.19 | 57.63 | 60.33 | 57.74 | 51.79 | 63.15 | 57.59 | 55.04 | 55.52 | 57.51 | 63.11 | 76.07 | 59.03 | 58.34 | 57.18 | 56.55 | 58.85 | 74.57 | 57.97 | 58.41 | 58.77 | 57.68 |
| 80 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.59 | 57.75 | 58.14 | 60.73 | 58.40 | 50.27 | 74.86 | 56.36 | 56.87 | 57.61 | 55.03 | 56.76 | 76.73 | 56.56 | 56.23 | 86.75 | 55.87 | 56.93 | 56.54 | 55.44 | 57.01 | 57.55 | 57.64 | 56.48 | 56.41 | 55.72 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.66 | 49.17 | 58.87 | 63.78 | 65.69 | 76.58 | 75.02 | 57.24 | 75.55 | 86.19 | 90.08 | 56.41 | 76.71 | 56.50 | 58.79 | 57.11 | 57.06 | 57.93 | 57.54 | 56.21 | 58.24 | 58.07 | 56.70 | 57.18 | 57.47 | 57.22 |
| 82 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 49.17 | 59.04 | 59.25 | 59.12 | 57.81 | 57.35 | 74.87 | 57.64 | 57.51 | 57.12 | 57.12 | 56.69 | 75.48 | 57.26 | 57.60 | 56.94 | 56.86 | 75.62 | 56.82 | 89.28 | 67.62 | 57.55 | 56.85 | 57.78 | 56.44 | 57.18 |
| 83 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 52.21 | 57.48 | 64.27 | 58.17 | 58.12 | 57.99 | 73.27 | 57.83 | 58.25 | 58.93 | 57.40 | 57.53 | 75.69 | 76.71 | 57.59 | 89.51 | 85.40 | 75.99 | 76.35 | 49.50 | 57.17 | 58.05 | 58.39 | 57.36 | 57.65 | 57.14 |
| 100 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.76 | 57.71 | 57.82 | 60.73 | 58.48 | 76.63 | 73.21 | 56.75 | 51.41 | 88.69 | 76.96 | 56.95 | 76.59 | 89.25 | 56.28 | 77.09 | 57.01 | 89.39 | 75.92 | 55.99 | 56.81 | 57.55 | 56.45 | 56.44 | 56.76 | 56.31 |
| 101 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 57.07 | 58.76 | 58.08 | 58.04 | 58.77 | 76.06 | 55.65 | 57.29 | 57.73 | 86.43 | 57.20 | 56.51 | 75.75 | 58.73 | 57.04 | 49.17 | 56.21 | 58.06 | 56.49 | 49.17 | 57.37 | 55.96 | 56.58 | 67.54 | 56.79 | 56.82 |
| 102 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.50 | 49.17 | 86.34 | 57.80 | 58.38 | 76.81 | 49.17 | 87.42 | 64.75 | 63.60 | 76.90 | 56.19 | 75.90 | 57.22 | 57.26 | 49.17 | 56.66 | 76.58 | 50.81 | 56.45 | 56.54 | 57.94 | 56.20 | 56.79 | 56.11 | 57.18 |
| 103 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.48 | 58.38 | 75.26 | 59.12 | 74.51 | 76.15 | 87.18 | 57.66 | 89.33 | 50.27 | 57.20 | 56.88 | 87.78 | 58.25 | 57.70 | 88.17 | 58.24 | 62.23 | 57.03 | 56.40 | 56.19 | 70.14 | 56.31 | 49.17 | 57.31 | 56.93 |
| 120 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 60.18 | 59.78 | 58.54 | 74.09 | 57.49 | 55.92 | 74.69 | 58.20 | 64.14 | 57.05 | 63.91 | 49.17 | 57.48 | 50.71 | 57.99 | 51.01 | 70.18 | 55.60 | 49.17 | 56.12 | 58.80 | 59.42 | 57.92 | 57.65 | 57.56 | 58.09 |
| 121 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.55 | 70.50 | 50.94 | 57.24 | 57.36 | 54.81 | 74.73 | 64.65 | 56.14 | 56.65 | 50.02 | 76.25 | 74.69 | 55.24 | 54.25 | 74.72 | 55.46 | 55.58 | 56.14 | 86.82 | 57.80 | 57.25 | 56.50 | 56.37 | 56.62 | 56.82 |
| 122 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.78 | 57.61 | 49.17 | 66.66 | 57.60 | 73.18 | 73.10 | 55.85 | 57.62 | 56.52 | 54.61 | 56.33 | 51.31 | 57.21 | 49.17 | 66.02 | 55.90 | 55.74 | 54.73 | 75.09 | 57.37 | 56.63 | 56.78 | 56.86 | 56.29 | 56.51 |
| 123 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.84 | 49.17 | 58.72 | 59.73 | 58.91 | 86.29 | 74.37 | 74.31 | 59.53 | 57.97 | 75.85 | 57.09 | 75.80 | 56.80 | 57.80 | 53.88 | 57.10 | 51.43 | 57.02 | 55.99 | 69.53 | 58.17 | 58.31 | 57.07 | 57.09 | 57.45 |
| 140 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 57.91 | 65.70 | 60.38 | 58.88 | 58.74 | 56.86 | 72.90 | 56.76 | 56.28 | 57.81 | 75.14 | 56.07 | 75.87 | 61.91 | 56.47 | 84.91 | 56.02 | 56.25 | 76.96 | 54.96 | 56.55 | 57.12 | 56.07 | 56.65 | 57.75 | 55.98 |
| 141 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 49.17 | 58.90 | 50.46 | 59.87 | 73.76 | 76.82 | 60.01 | 58.69 | 74.79 | 59.82 | 90.82 | 56.82 | 74.73 | 57.98 | 59.37 | 59.11 | 60.36 | 54.95 | 56.96 | 56.63 | 56.74 | 58.57 | 57.16 | 64.16 | 57.69 | 57.55 |
| 142 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.99 | 58.26 | 58.24 | 58.66 | 59.29 | 75.77 | 73.20 | 57.42 | 57.61 | 74.62 | 58.13 | 56.66 | 75.84 | 57.39 | 57.61 | 76.21 | 57.28 | 75.61 | 76.59 | 87.01 | 57.69 | 57.67 | 57.22 | 56.83 | 57.60 | 56.83 |
| 143 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.53 | 58.35 | 59.34 | 58.34 | 65.12 | 76.21 | 58.53 | 57.83 | 59.34 | 51.32 | 76.53 | 65.28 | 75.19 | 56.67 | 58.08 | 89.32 | 57.71 | 59.01 | 76.60 | 56.64 | 57.59 | 58.16 | 57.37 | 57.36 | 57.26 | 57.49 |
| 160 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.75 | 60.23 | 73.98 | 59.25 | 59.58 | 76.24 | 49.17 | 58.77 | 59.34 | 59.28 | 76.26 | 57.50 | 75.34 | 58.27 | 75.15 | 88.18 | 57.69 | 91.72 | 76.00 | 57.29 | 58.15 | 58.11 | 57.28 | 57.39 | 57.76 | 58.50 |
| 161 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 56.80 | 58.51 | 74.92 | 57.77 | 58.99 | 50.01 | 74.79 | 57.94 | 57.73 | 58.53 | 92.60 | 56.99 | 87.97 | 57.39 | 56.83 | 75.20 | 57.50 | 89.04 | 57.48 | 56.76 | 57.00 | 55.79 | 56.18 | 57.34 | 56.39 | 57.54 |
| 162 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.45 | 58.80 | 59.55 | 49.17 | 59.40 | 75.51 | 75.16 | 59.64 | 55.68 | 49.17 | 57.45 | 57.29 | 74.79 | 57.36 | 58.31 | 88.38 | 58.94 | 78.72 | 76.25 | 56.55 | 56.63 | 56.10 | 56.76 | 57.27 | 56.86 | 56.52 |
| 163 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.45 | 75.22 | 57.91 | 69.97 | 56.79 | 76.17 | 51.08 | 57.40 | 88.87 | 49.17 | 76.30 | 57.36 | 76.05 | 57.53 | 57.23 | 88.99 | 57.61 | 56.66 | 76.60 | 57.31 | 56.65 | 57.43 | 56.99 | 56.19 | 56.77 | 56.27 |
| 180 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 68.10 | 59.55 | 59.19 | 49.17 | 68.83 | 56.01 | 58.58 | 57.92 | 65.82 | 59.55 | 57.50 | 55.93 | 75.36 | 62.56 | 58.76 | 51.21 | 67.31 | 57.52 | 54.96 | 54.33 | 58.93 | 59.14 | 58.16 | 58.15 | 58.49 | 59.02 |
| 181 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 79.30 | 59.23 | 59.90 | 59.93 | 59.95 | 58.51 | 50.96 | 58.27 | 59.08 | 60.12 | 57.07 | 57.43 | 70.48 | 82.26 | 59.34 | 51.18 | 58.55 | 51.25 | 57.13 | 56.36 | 60.95 | 58.51 | 57.64 | 58.32 | 57.56 | 57.06 |
| 182 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.22 | 59.59 | 50.50 | 60.80 | 60.53 | 57.52 | 73.28 | 59.01 | 60.56 | 66.00 | 51.51 | 57.49 | 52.77 | 58.03 | 58.99 | 58.87 | 64.05 | 69.01 | 56.63 | 57.34 | 58.17 | 62.34 | 58.25 | 65.50 | 57.87 | 57.39 |
| 183 | 372 | 8 | 0.10 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.68 | 56.86 | 74.19 | 58.03 | 58.31 | 57.83 | 73.20 | 56.80 | 74.93 | 57.25 | 50.25 | 56.59 | 75.88 | 55.89 | 55.58 | 75.90 | 50.48 | 74.50 | 55.82 | 55.06 | 57.08 | 56.94 | 56.52 | 57.18 | 57.25 | 55.96 |
| 200 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.82 | 58.45 | 58.98 | 60.87 | 58.64 | 55.89 | 50.59 | 56.99 | 67.65 | 58.70 | 50.05 | 55.87 | 76.19 | 56.99 | 57.75 | 58.38 | 56.66 | 76.12 | 86.20 | 88.94 | 57.71 | 58.05 | 50.74 | 57.00 | 66.76 | 57.49 |
| 201 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 71.81 | 59.25 | 63.19 | 58.23 | 59.25 | 57.14 | 83.18 | 57.52 | 51.91 | 86.58 | 87.50 | 89.32 | 75.80 | 57.16 | 57.55 | 75.72 | 49.66 | 57.31 | 88.68 | 56.48 | 57.44 | 58.41 | 56.88 | 56.40 | 57.32 | 57.18 |
| 202 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.14 | 58.69 | 85.84 | 58.18 | 59.34 | 76.45 | 75.04 | 57.49 | 75.64 | 58.80 | 57.29 | 57.36 | 75.72 | 87.68 | 57.49 | 76.54 | 57.68 | 57.11 | 56.76 | 56.60 | 57.40 | 57.85 | 56.70 | 56.83 | 57.33 | 57.68 |
| 203 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.47 | 57.32 | 59.01 | 59.26 | 59.09 | 76.25 | 75.06 | 57.05 | 76.05 | 58.40 | 76.07 | 57.26 | 75.04 | 58.03 | 58.55 | 76.01 | 57.67 | 58.25 | 77.03 | 57.04 | 58.38 | 58.35 | 56.93 | 57.53 | 57.98 | 56.91 |
| 220 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 75.15 | 58.30 | 58.60 | 56.84 | 58.34 | 57.12 | 73.06 | 57.55 | 57.00 | 57.09 | 77.54 | 88.77 | 87.02 | 76.87 | 57.11 | 75.99 | 56.72 | 76.03 | 55.87 | 56.18 | 56.39 | 56.21 | 56.61 | 56.74 | 57.62 | 55.46 |
| 221 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.86 | 58.38 | 58.51 | 58.35 | 60.32 | 57.58 | 74.77 | 65.30 | 86.29 | 57.82 | 57.58 | 56.79 | 75.15 | 84.31 | 57.43 | 88.58 | 66.37 | 75.57 | 76.51 | 90.76 | 56.47 | 56.13 | 56.57 | 56.81 | 55.77 | 57.47 |
| 222 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.48 | 63.90 | 58.35 | 58.20 | 74.16 | 92.46 | 74.95 | 57.30 | 57.77 | 58.04 | 76.76 | 57.50 | 75.82 | 55.61 | 49.55 | 76.42 | 56.74 | 64.32 | 49.75 | 56.32 | 55.85 | 56.93 | 56.95 | 56.92 | 58.23 | 60.08 |
| 223 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.96 | 59.25 | 85.90 | 58.23 | 59.02 | 76.79 | 74.72 | 57.48 | 86.52 | 53.53 | 57.61 | 57.37 | 56.31 | 57.30 | 57.43 | 77.16 | 57.05 | 75.73 | 90.20 | 88.62 | 55.86 | 57.45 | 56.68 | 56.35 | 56.38 | 56.92 |
| 240 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 58.68 | 57.91 | 58.04 | 70.57 | 72.83 | 51.06 | 72.69 | 57.11 | 73.85 | 58.56 | 49.94 | 56.17 | 75.92 | 50.41 | 56.78 | 64.08 | 57.68 | 58.65 | 56.75 | 55.82 | 57.78 | 58.41 | 57.58 | 57.63 | 57.34 | 57.58 |
| 241 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 60.57 | 58.64 | 59.44 | 57.91 | 59.15 | 57.70 | 74.44 | 57.47 | 74.48 | 58.66 | 57.26 | 56.78 | 75.30 | 57.93 | 58.28 | 75.54 | 56.67 | 67.21 | 76.95 | 56.89 | 75.21 | 58.35 | 57.97 | 57.97 | 57.19 | 57.71 |
| 242 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 50.58 | 57.57 | 56.39 | 55.59 | 56.50 | 54.69 | 51.17 | 56.13 | 55.65 | 50.54 | 50.87 | 55.35 | 56.63 | 64.04 | 54.38 | 50.07 | 55.24 | 64.33 | 77.10 | 55.89 | 56.65 | 57.56 | 57.60 | 55.35 | 57.71 | 56.44 |
| 243 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 67.16 | 64.21 | 59.10 | 58.79 | 59.01 | 50.25 | 50.50 | 58.52 | 59.59 | 62.59 | 76.25 | 50.64 | 56.90 | 57.05 | 58.85 | 73.60 | 58.02 | 50.66 | 76.26 | 56.98 | 57.78 | 58.15 | 56.94 | 58.30 | 66.27 | 58.15 |
| 260 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 50.10 | 57.92 | 56.53 | 56.87 | 51.95 | 56.91 | 74.02 | 56.34 | 81.06 | 67.23 | 56.76 | 58.09 | 56.86 | 54.90 | 55.02 | 57.80 | 55.37 | 67.20 | 76.83 | 55.63 | 57.10 | 56.09 | 56.17 | 56.31 | 56.28 | 56.30 |
| 261 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.53 | 57.94 | 58.28 | 58.20 | 75.22 | 57.52 | 75.28 | 56.99 | 83.24 | 49.15 | 56.85 | 76.90 | 76.11 | 57.27 | 57.90 | 76.38 | 57.26 | 56.65 | 77.65 | 76.36 | 57.27 | 57.00 | 56.62 | 56.70 | 56.88 | 81.16 |
| 262 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.09 | 58.84 | 49.78 | 58.23 | 58.60 | 76.18 | 50.82 | 57.20 | 58.35 | 57.31 | 74.78 | 56.96 | 73.09 | 56.60 | 56.74 | 50.68 | 65.43 | 67.34 | 91.70 | 56.89 | 57.47 | 65.05 | 57.15 | 56.57 | 57.33 | 57.10 |
| 263 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.16 | 58.76 | 50.98 | 58.63 | 73.64 | 50.00 | 86.20 | 58.87 | 62.98 | 80.39 | 57.46 | 57.88 | 66.15 | 61.09 | 58.00 | 76.20 | 85.88 | 75.45 | 58.03 | 56.60 | 58.53 | 57.12 | 57.75 | 57.62 | 56.93 | 58.11 |
| 280 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 75.33 | 58.39 | 73.94 | 58.26 | 67.63 | 57.47 | 75.49 | 57.60 | 57.29 | 58.44 | 56.86 | 56.48 | 75.72 | 49.88 | 57.70 | 74.86 | 64.87 | 57.77 | 57.20 | 56.30 | 56.87 | 57.78 | 55.58 | 57.24 | 57.15 | 56.11 |
| 281 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.92 | 58.90 | 52.31 | 58.14 | 59.44 | 56.52 | 74.92 | 56.86 | 83.52 | 57.10 | 76.33 | 57.26 | 76.48 | 56.08 | 57.17 | 87.62 | 57.51 | 64.14 | 76.60 | 88.25 | 57.47 | 56.68 | 55.82 | 55.82 | 56.78 | 56.93 |
| 282 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 55.02 | 58.19 | 64.99 | 58.76 | 50.63 | 50.42 | 87.66 | 57.54 | 64.27 | 58.82 | 89.28 | 56.88 | 75.24 | 89.48 | 58.00 | 86.01 | 57.07 | 63.92 | 90.98 | 56.76 | 57.78 | 56.50 | 57.30 | 57.26 | 56.63 | 57.18 |
| 283 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 54.09 | 58.26 | 74.93 | 57.56 | 75.44 | 76.39 | 75.61 | 57.36 | 75.87 | 58.99 | 77.70 | 76.90 | 76.17 | 57.64 | 58.00 | 87.76 | 56.59 | 90.85 | 56.76 | 56.56 | 71.18 | 56.60 | 75.74 | 56.26 | 56.45 | 56.30 |
| 300 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 64.42 | 58.51 | 58.32 | 58.96 | 59.11 | 49.17 | 73.20 | 57.66 | 58.15 | 57.59 | 57.35 | 55.64 | 50.65 | 57.07 | 58.21 | 51.10 | 56.82 | 75.32 | 56.59 | 71.95 | 59.54 | 60.96 | 75.20 | 61.57 | 57.86 | 57.63 |
| 301 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.50 | 58.94 | 66.06 | 58.02 | 58.36 | 57.24 | 72.79 | 56.99 | 57.53 | 60.72 | 87.54 | 54.09 | 75.94 | 56.91 | 56.42 | 56.41 | 56.80 | 84.09 | 56.66 | 53.57 | 70.78 | 65.30 | 57.96 | 56.82 | 56.46 | 61.15 |
| 302 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 50.61 | 64.82 | 57.68 | 56.36 | 57.95 | 85.05 | 73.75 | 64.45 | 74.05 | 50.27 | 56.60 | 54.55 | 57.95 | 55.21 | 57.92 | 60.41 | 57.22 | 57.30 | 54.55 | 55.09 | 58.23 | 57.12 | 56.33 | 56.15 | 56.85 | 58.26 |
| 303 | 372 | 8 | 0.10 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 55.77 | 57.64 | 57.49 | 57.33 | 56.82 | 89.54 | 84.25 | 57.79 | 56.48 | 57.57 | 76.27 | 85.47 | 83.43 | 56.38 | 56.42 | 86.24 | 56.39 | 56.54 | 76.90 | 56.95 | 55.75 | 56.31 | 56.44 | 55.26 | 55.46 | 56.51 |
| 320 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.74 | 59.50 | 49.97 | 58.84 | 58.02 | 57.26 | 56.02 | 57.32 | 49.17 | 58.51 | 49.17 | 54.91 | 83.24 | 57.34 | 57.25 | 76.64 | 58.58 | 57.76 | 76.35 | 56.62 | 58.29 | 56.02 | 57.06 | 57.13 | 56.92 | 56.93 |
| 321 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.16 | 58.14 | 58.76 | 58.11 | 58.54 | 76.28 | 74.13 | 57.52 | 75.02 | 75.11 | 76.33 | 56.73 | 85.76 | 57.28 | 57.72 | 57.82 | 56.57 | 75.39 | 55.04 | 56.74 | 56.95 | 57.78 | 56.93 | 55.94 | 57.41 | 62.13 |
| 322 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.17 | 58.51 | 74.28 | 58.35 | 58.96 | 57.19 | 83.15 | 58.00 | 81.69 | 59.38 | 57.29 | 57.68 | 75.97 | 57.39 | 57.58 | 57.40 | 56.89 | 75.35 | 87.02 | 85.45 | 56.78 | 56.89 | 56.72 | 56.18 | 56.76 | 56.86 |
| 323 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.51 | 58.92 | 74.78 | 57.90 | 58.13 | 76.06 | 90.46 | 57.77 | 56.43 | 57.98 | 76.75 | 56.64 | 75.88 | 57.21 | 57.70 | 83.58 | 83.92 | 57.14 | 56.63 | 56.36 | 57.52 | 56.72 | 56.39 | 56.43 | 57.78 | 56.58 |
| 340 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.60 | 81.92 | 58.26 | 58.33 | 76.09 | 86.18 | 57.66 | 81.27 | 58.02 | 76.14 | 57.50 | 76.52 | 57.84 | 57.56 | 76.71 | 58.35 | 75.57 | 75.92 | 56.53 | 57.95 | 57.24 | 57.01 | 57.74 | 87.20 | 56.68 |
| 341 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.82 | 58.51 | 75.03 | 58.45 | 74.41 | 57.71 | 74.15 | 58.10 | 87.40 | 57.39 | 91.32 | 57.31 | 75.82 | 82.72 | 57.73 | 68.77 | 56.98 | 84.57 | 76.84 | 56.44 | 57.04 | 57.08 | 57.44 | 56.51 | 57.63 | 56.93 |
| 342 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.98 | 58.79 | 65.05 | 59.11 | 74.40 | 50.26 | 76.00 | 64.33 | 58.61 | 59.09 | 76.16 | 90.39 | 86.00 | 58.01 | 57.96 | 82.49 | 56.98 | 86.52 | 56.71 | 56.76 | 57.89 | 71.72 | 57.07 | 57.43 | 57.84 | 57.00 |
| 343 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.01 | 58.54 | 50.55 | 69.49 | 59.12 | 50.44 | 75.19 | 57.80 | 74.80 | 58.51 | 50.25 | 57.75 | 75.16 | 87.81 | 57.64 | 75.39 | 87.55 | 87.07 | 76.32 | 56.38 | 56.76 | 56.98 | 56.92 | 56.93 | 56.62 | 70.58 |
| 360 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.55 | 58.26 | 59.14 | 58.66 | 58.00 | 75.57 | 74.88 | 68.59 | 58.14 | 58.80 | 90.38 | 75.50 | 74.88 | 88.42 | 60.37 | 68.85 | 68.68 | 73.70 | 75.17 | 74.87 | 56.55 | 56.83 | 75.74 | 75.89 | 76.27 | 56.68 |
| 361 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 75.18 | 57.97 | 58.16 | 58.40 | 57.97 | 68.88 | 68.88 | 67.93 | 76.25 | 58.03 | 75.77 | 76.05 | 68.70 | 74.76 | 58.25 | 69.32 | 74.53 | 75.77 | 75.60 | 75.07 | 56.54 | 56.55 | 69.04 | 56.94 | 68.02 | 56.87 |
| 362 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.82 | 59.21 | 59.34 | 58.37 | 58.02 | 74.66 | 69.45 | 74.19 | 73.95 | 57.72 | 67.64 | 75.60 | 74.25 | 74.33 | 58.42 | 74.06 | 74.93 | 69.04 | 75.63 | 70.02 | 58.32 | 57.44 | 75.14 | 58.53 | 58.29 | 57.54 |
| 363 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 75.43 | 57.93 | 88.10 | 57.33 | 57.72 | 76.21 | 75.65 | 58.40 | 69.25 | 68.26 | 76.11 | 75.72 | 74.46 | 68.90 | 58.20 | 74.82 | 58.22 | 73.58 | 75.65 | 75.17 | 56.44 | 57.07 | 75.98 | 69.14 | 76.66 | 56.77 |
| 380 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.85 | 58.79 | 58.48 | 58.77 | 58.35 | 67.44 | 74.21 | 58.89 | 59.05 | 57.97 | 75.16 | 75.41 | 67.60 | 58.49 | 57.58 | 74.39 | 75.05 | 73.69 | 75.96 | 68.50 | 91.87 | 58.00 | 74.64 | 59.22 | 74.84 | 57.39 |
| 381 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.72 | 58.40 | 68.62 | 58.59 | 58.45 | 75.12 | 75.03 | 58.46 | 57.03 | 89.57 | 70.42 | 75.22 | 89.51 | 74.11 | 58.10 | 73.49 | 58.39 | 74.31 | 75.57 | 76.42 | 75.28 | 58.26 | 75.89 | 56.97 | 76.19 | 68.44 |
| 382 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.64 | 57.53 | 58.46 | 58.61 | 58.76 | 69.29 | 74.04 | 58.14 | 58.24 | 58.05 | 74.61 | 58.84 | 68.37 | 74.09 | 59.75 | 74.65 | 58.71 | 69.43 | 76.25 | 74.92 | 57.24 | 58.06 | 75.96 | 58.07 | 57.19 | 76.02 |
| 383 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 69.27 | 59.01 | 58.37 | 60.70 | 58.50 | 75.97 | 75.10 | 56.98 | 57.88 | 58.05 | 75.84 | 68.78 | 74.77 | 74.07 | 58.80 | 73.87 | 73.19 | 74.07 | 75.58 | 70.03 | 58.25 | 56.69 | 75.77 | 58.23 | 57.29 | 56.91 |
| 400 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.81 | 58.20 | 58.17 | 58.97 | 59.10 | 76.65 | 74.14 | 57.79 | 58.54 | 57.80 | 74.66 | 74.64 | 75.00 | 57.54 | 58.51 | 75.09 | 58.06 | 68.77 | 75.35 | 69.54 | 45.32 | 57.93 | 76.14 | 57.23 | 75.47 | 69.01 |
| 401 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.79 | 58.54 | 68.82 | 60.03 | 60.49 | 74.60 | 68.59 | 58.84 | 58.24 | 58.62 | 75.61 | 75.44 | 89.48 | 59.07 | 58.50 | 73.53 | 59.14 | 68.91 | 74.69 | 75.42 | 91.11 | 59.30 | 76.29 | 58.08 | 58.48 | 58.99 |
| 402 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 58.74 | 57.18 | 57.98 | 58.50 | 58.53 | 75.86 | 74.31 | 87.09 | 57.63 | 57.79 | 75.31 | 75.13 | 89.14 | 74.58 | 58.83 | 71.36 | 59.09 | 71.96 | 75.20 | 74.43 | 56.98 | 57.84 | 75.18 | 57.72 | 57.16 | 58.06 |
| 403 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.74 | 57.96 | 92.21 | 58.44 | 58.79 | 75.05 | 68.83 | 56.83 | 58.35 | 58.41 | 76.15 | 56.78 | 67.53 | 74.23 | 57.44 | 67.70 | 69.76 | 89.08 | 75.15 | 75.11 | 46.88 | 57.82 | 70.14 | 57.29 | 56.98 | 57.32 |
| 420 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.37 | 58.60 | 57.71 | 57.79 | 58.82 | 74.57 | 74.83 | 58.96 | 74.38 | 69.41 | 75.13 | 74.78 | 74.07 | 68.48 | 57.92 | 91.07 | 57.80 | 69.23 | 75.77 | 75.83 | 75.19 | 57.01 | 69.40 | 56.67 | 76.17 | 56.94 |
| 421 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.57 | 60.97 | 60.84 | 61.24 | 60.20 | 74.60 | 74.76 | 60.45 | 77.75 | 59.39 | 68.87 | 76.52 | 73.74 | 73.93 | 60.41 | 68.75 | 59.09 | 73.35 | 74.82 | 75.01 | 56.78 | 58.45 | 68.83 | 58.72 | 57.27 | 75.64 |
| 422 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.42 | 67.98 | 57.41 | 57.06 | 57.60 | 91.19 | 90.28 | 57.67 | 90.55 | 57.47 | 75.88 | 76.00 | 90.11 | 74.74 | 58.71 | 68.02 | 57.11 | 74.82 | 75.43 | 74.75 | 56.79 | 56.73 | 75.61 | 57.20 | 51.76 | 56.73 |
| 423 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 69.83 | 57.97 | 57.72 | 58.61 | 60.69 | 75.94 | 74.29 | 90.52 | 74.60 | 58.28 | 76.15 | 75.95 | 69.41 | 68.74 | 60.04 | 88.93 | 74.36 | 68.36 | 77.12 | 74.62 | 56.29 | 57.85 | 75.36 | 58.98 | 75.67 | 57.88 |
| 440 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.71 | 58.30 | 58.09 | 57.59 | 57.71 | 75.66 | 74.34 | 58.09 | 68.36 | 58.65 | 74.91 | 75.07 | 68.03 | 58.23 | 58.24 | 73.38 | 58.75 | 73.80 | 75.19 | 74.91 | 56.41 | 57.95 | 76.51 | 57.82 | 70.23 | 58.34 |
| 441 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.06 | 58.98 | 58.25 | 57.92 | 58.80 | 75.78 | 86.72 | 57.08 | 74.33 | 58.18 | 74.87 | 67.77 | 74.89 | 69.09 | 58.96 | 69.00 | 73.83 | 73.85 | 70.73 | 75.36 | 57.50 | 59.13 | 74.68 | 60.06 | 75.43 | 57.64 |
| 442 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 69.36 | 58.34 | 57.22 | 57.59 | 58.94 | 75.80 | 74.09 | 57.26 | 91.27 | 58.09 | 75.63 | 57.97 | 67.55 | 91.12 | 58.37 | 90.14 | 57.35 | 71.85 | 75.47 | 75.31 | 47.36 | 57.57 | 75.29 | 56.75 | 68.98 | 57.75 |
| 443 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.99 | 58.74 | 75.06 | 57.80 | 58.51 | 74.45 | 73.12 | 90.53 | 58.18 | 57.71 | 76.06 | 76.13 | 67.43 | 75.55 | 58.56 | 74.33 | 69.50 | 74.28 | 74.71 | 75.17 | 75.02 | 58.36 | 75.42 | 56.92 | 69.42 | 75.76 |
| 460 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.71 | 57.68 | 58.63 | 58.66 | 59.44 | 57.98 | 73.45 | 58.09 | 59.70 | 90.41 | 75.30 | 75.42 | 68.69 | 69.00 | 58.02 | 68.07 | 59.13 | 73.86 | 76.36 | 75.65 | 57.07 | 57.75 | 75.16 | 57.87 | 58.13 | 68.57 |
| 461 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.23 | 87.93 | 58.70 | 58.54 | 58.94 | 57.92 | 74.10 | 89.63 | 58.52 | 57.40 | 69.93 | 74.69 | 75.16 | 74.95 | 57.74 | 72.79 | 68.83 | 73.42 | 74.81 | 75.39 | 57.87 | 61.34 | 76.18 | 58.29 | 57.80 | 59.91 |
| 462 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.76 | 59.93 | 60.39 | 58.73 | 59.06 | 73.99 | 68.26 | 58.44 | 69.55 | 58.83 | 75.47 | 59.00 | 67.99 | 69.47 | 58.04 | 75.34 | 58.89 | 72.77 | 76.30 | 91.06 | 58.13 | 56.70 | 75.29 | 57.97 | 58.69 | 58.06 |
| 463 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.47 | 57.77 | 58.83 | 59.01 | 58.76 | 75.46 | 70.05 | 58.54 | 69.24 | 58.16 | 76.38 | 57.72 | 75.15 | 69.36 | 58.67 | 74.37 | 58.04 | 74.41 | 75.65 | 75.21 | 58.16 | 58.67 | 76.52 | 56.76 | 74.93 | 57.88 |
| 480 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 67.76 | 58.81 | 59.59 | 58.94 | 60.04 | 59.97 | 74.09 | 89.43 | 58.99 | 59.22 | 69.15 | 75.52 | 73.91 | 74.47 | 58.87 | 68.22 | 73.81 | 68.78 | 67.94 | 75.03 | 74.63 | 61.02 | 74.90 | 61.50 | 75.94 | 59.80 |
| 481 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.87 | 59.09 | 75.42 | 59.07 | 58.13 | 74.76 | 90.21 | 57.60 | 69.49 | 58.80 | 91.09 | 76.05 | 74.91 | 74.07 | 58.75 | 67.52 | 75.19 | 69.99 | 76.17 | 75.52 | 57.67 | 57.68 | 75.91 | 57.39 | 57.01 | 57.11 |
| 482 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.42 | 57.62 | 89.58 | 56.73 | 58.08 | 75.59 | 90.86 | 57.66 | 74.92 | 57.02 | 76.06 | 75.41 | 89.26 | 56.89 | 59.28 | 74.74 | 74.46 | 75.06 | 74.35 | 75.30 | 57.08 | 56.88 | 75.55 | 56.86 | 56.22 | 56.30 |
| 483 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.64 | 85.96 | 59.63 | 58.22 | 59.02 | 74.69 | 74.11 | 59.98 | 59.13 | 59.18 | 75.17 | 75.08 | 75.43 | 68.42 | 58.74 | 73.70 | 58.37 | 73.95 | 74.57 | 74.86 | 57.20 | 57.57 | 75.22 | 58.61 | 75.34 | 76.00 |
| 500 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.62 | 59.55 | 59.43 | 59.42 | 59.38 | 74.78 | 88.80 | 67.89 | 68.83 | 58.61 | 75.19 | 74.82 | 73.90 | 73.75 | 58.71 | 73.81 | 57.80 | 68.64 | 74.15 | 75.42 | 74.47 | 58.25 | 75.92 | 57.64 | 59.19 | 75.97 |
| 501 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 58.74 | 58.56 | 68.55 | 58.06 | 58.70 | 75.73 | 74.24 | 58.51 | 56.90 | 58.08 | 75.36 | 75.42 | 75.44 | 75.10 | 57.84 | 89.89 | 74.56 | 73.40 | 69.32 | 74.53 | 57.75 | 57.50 | 75.27 | 56.83 | 75.75 | 57.29 |
| 502 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.71 | 58.58 | 58.45 | 57.63 | 58.51 | 91.40 | 74.09 | 58.49 | 69.13 | 68.58 | 69.80 | 76.53 | 74.93 | 74.84 | 57.40 | 69.09 | 58.21 | 74.28 | 75.63 | 73.23 | 57.64 | 57.41 | 76.97 | 58.26 | 74.96 | 57.87 |
| 503 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.88 | 58.19 | 74.82 | 57.96 | 59.25 | 91.70 | 73.19 | 57.60 | 57.64 | 68.18 | 75.13 | 75.43 | 73.97 | 75.44 | 58.74 | 73.41 | 56.85 | 73.15 | 75.13 | 75.30 | 56.56 | 57.13 | 75.82 | 76.14 | 56.83 | 57.47 |
| 520 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.79 | 58.49 | 59.13 | 59.80 | 59.81 | 59.02 | 74.39 | 59.05 | 57.84 | 70.13 | 75.37 | 57.69 | 74.37 | 73.38 | 59.31 | 72.60 | 74.58 | 68.21 | 74.63 | 75.38 | 57.19 | 58.06 | 75.36 | 58.53 | 74.92 | 58.56 |
| 521 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 59.06 | 58.61 | 58.74 | 59.03 | 60.13 | 58.06 | 74.50 | 56.42 | 58.22 | 68.77 | 75.95 | 75.29 | 74.04 | 75.93 | 58.26 | 68.28 | 59.06 | 74.77 | 75.92 | 75.62 | 44.63 | 57.48 | 69.25 | 57.79 | 75.00 | 59.50 |
| 522 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.36 | 58.96 | 59.78 | 59.07 | 59.06 | 75.13 | 74.26 | 59.56 | 59.84 | 59.37 | 75.55 | 58.54 | 67.33 | 57.81 | 59.80 | 67.75 | 58.47 | 74.24 | 74.91 | 75.06 | 58.22 | 59.33 | 74.74 | 57.43 | 58.05 | 58.36 |
| 523 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 58.71 | 60.30 | 58.56 | 59.76 | 59.64 | 76.03 | 74.14 | 58.90 | 59.18 | 58.78 | 75.61 | 70.09 | 74.61 | 74.93 | 59.24 | 68.49 | 58.44 | 72.94 | 75.20 | 75.37 | 58.54 | 59.88 | 75.76 | 58.14 | 60.86 | 58.21 |
| 540 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.87 | 57.19 | 57.80 | 57.89 | 58.04 | 75.37 | 75.47 | 57.66 | 58.41 | 58.15 | 75.42 | 69.03 | 67.85 | 74.30 | 59.76 | 87.44 | 57.61 | 68.26 | 76.30 | 74.44 | 57.19 | 56.08 | 75.81 | 57.92 | 75.57 | 75.15 |
| 541 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 66.99 | 57.95 | 57.97 | 57.99 | 58.45 | 75.27 | 73.90 | 57.82 | 68.69 | 68.57 | 75.89 | 75.47 | 68.85 | 68.76 | 59.19 | 68.75 | 69.02 | 68.50 | 75.24 | 69.12 | 56.15 | 56.11 | 76.39 | 56.94 | 57.55 | 68.78 |
| 542 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.44 | 57.16 | 67.44 | 56.97 | 57.58 | 75.05 | 68.88 | 90.24 | 66.74 | 58.01 | 75.39 | 75.61 | 89.38 | 74.53 | 57.96 | 67.64 | 73.67 | 68.75 | 76.06 | 75.18 | 56.46 | 56.42 | 75.99 | 56.58 | 76.41 | 56.50 |
| 543 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.98 | 58.73 | 67.71 | 58.92 | 59.32 | 69.31 | 74.13 | 59.53 | 57.91 | 59.45 | 70.18 | 75.12 | 75.74 | 74.78 | 58.40 | 90.65 | 73.99 | 73.83 | 75.13 | 74.59 | 46.73 | 90.06 | 74.36 | 57.51 | 74.15 | 75.94 |
| 560 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.11 | 58.73 | 59.22 | 70.27 | 59.19 | 75.77 | 74.68 | 59.04 | 74.89 | 59.70 | 76.14 | 75.36 | 74.93 | 58.55 | 59.03 | 74.37 | 58.58 | 74.04 | 76.06 | 75.11 | 58.12 | 56.98 | 73.68 | 57.14 | 56.98 | 57.10 |
| 561 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.31 | 59.72 | 68.94 | 59.57 | 68.11 | 75.26 | 74.33 | 60.15 | 60.08 | 58.74 | 74.83 | 68.12 | 68.62 | 68.62 | 58.74 | 67.09 | 69.29 | 73.65 | 75.29 | 75.11 | 58.20 | 58.65 | 74.60 | 59.23 | 91.65 | 75.17 |
| 562 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 58.20 | 59.67 | 58.46 | 58.19 | 58.70 | 74.48 | 74.30 | 58.57 | 58.19 | 59.24 | 75.34 | 75.66 | 68.27 | 69.13 | 58.35 | 74.63 | 58.44 | 74.53 | 74.44 | 74.97 | 74.75 | 57.28 | 75.89 | 57.30 | 57.38 | 57.98 |
| 563 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 70.92 | 58.50 | 57.82 | 58.98 | 59.58 | 75.33 | 74.16 | 58.03 | 74.51 | 58.20 | 90.39 | 74.98 | 68.50 | 74.31 | 57.43 | 68.18 | 74.89 | 74.16 | 76.03 | 74.75 | 56.94 | 57.95 | 75.48 | 57.99 | 59.87 | 74.67 |
| 580 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.68 | 59.12 | 59.82 | 58.82 | 59.07 | 76.34 | 74.53 | 91.43 | 68.52 | 68.34 | 75.62 | 75.09 | 88.54 | 73.74 | 59.08 | 58.89 | 59.04 | 59.23 | 75.40 | 74.58 | 58.22 | 57.59 | 75.41 | 66.74 | 57.51 | 57.90 |
| 581 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.46 | 58.81 | 59.19 | 59.11 | 59.16 | 75.41 | 73.88 | 58.43 | 88.79 | 58.51 | 75.46 | 58.86 | 74.32 | 58.27 | 59.00 | 74.15 | 58.55 | 73.63 | 74.74 | 75.05 | 57.50 | 58.00 | 75.33 | 57.78 | 75.38 | 68.10 |
| 582 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 59.25 | 58.45 | 59.19 | 57.95 | 58.23 | 75.18 | 74.23 | 57.51 | 57.70 | 58.09 | 74.69 | 70.32 | 74.43 | 74.88 | 57.74 | 74.24 | 69.77 | 74.64 | 74.92 | 75.37 | 57.80 | 57.75 | 76.24 | 75.39 | 57.74 | 57.32 |
| 583 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.65 | 58.91 | 58.70 | 58.70 | 61.91 | 57.62 | 75.95 | 57.97 | 58.02 | 57.61 | 76.34 | 57.81 | 89.05 | 58.71 | 58.19 | 67.97 | 57.18 | 68.61 | 75.11 | 75.62 | 57.12 | 59.14 | 75.66 | 57.70 | 57.01 | 58.53 |
| 600 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.68 | 59.35 | 57.15 | 57.55 | 57.78 | 74.94 | 91.32 | 57.83 | 58.50 | 57.85 | 74.59 | 75.73 | 74.11 | 74.97 | 57.38 | 73.78 | 74.85 | 74.84 | 75.36 | 75.76 | 57.03 | 56.51 | 75.59 | 76.05 | 75.78 | 56.92 |
| 601 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.64 | 58.94 | 59.01 | 58.17 | 58.81 | 76.42 | 75.36 | 58.90 | 69.49 | 58.62 | 75.65 | 74.91 | 73.61 | 58.58 | 57.97 | 73.16 | 74.50 | 70.42 | 69.03 | 69.86 | 57.38 | 57.45 | 69.37 | 58.31 | 75.27 | 56.77 |
| 602 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.98 | 58.46 | 68.88 | 57.50 | 58.86 | 75.07 | 74.03 | 58.49 | 58.21 | 58.05 | 74.64 | 75.65 | 74.58 | 74.62 | 58.03 | 75.03 | 75.51 | 68.37 | 69.40 | 76.23 | 46.31 | 56.89 | 74.32 | 57.10 | 75.08 | 56.98 |
| 603 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.84 | 57.26 | 57.24 | 56.99 | 57.03 | 90.30 | 68.50 | 57.50 | 69.94 | 56.32 | 76.46 | 69.58 | 68.72 | 74.77 | 57.65 | 73.67 | 56.95 | 74.36 | 76.50 | 76.28 | 68.12 | 56.79 | 75.17 | 56.68 | 49.92 | 76.02 |
| 620 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 58.04 | 57.78 | 57.17 | 57.71 | 57.77 | 74.90 | 74.98 | 58.24 | 57.93 | 57.54 | 75.40 | 75.06 | 72.99 | 74.28 | 57.31 | 68.84 | 58.65 | 74.95 | 75.72 | 75.36 | 57.41 | 56.77 | 75.47 | 57.34 | 57.71 | 57.01 |
| 621 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.54 | 57.78 | 57.99 | 58.68 | 58.51 | 75.36 | 75.12 | 58.98 | 58.49 | 58.55 | 75.87 | 74.95 | 74.95 | 73.91 | 57.77 | 69.16 | 57.25 | 68.27 | 73.35 | 75.39 | 57.08 | 56.45 | 75.30 | 57.72 | 76.01 | 57.08 |
| 622 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.45 | 58.27 | 68.42 | 59.21 | 57.97 | 74.99 | 75.08 | 57.59 | 68.80 | 69.80 | 69.51 | 75.79 | 74.18 | 68.20 | 57.28 | 87.32 | 58.94 | 73.79 | 74.67 | 75.52 | 57.03 | 58.49 | 75.86 | 57.41 | 76.00 | 57.35 |
| 623 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 58.18 | 58.42 | 91.98 | 57.06 | 68.91 | 74.41 | 73.84 | 90.31 | 58.18 | 57.48 | 93.18 | 74.15 | 73.99 | 74.59 | 56.89 | 75.16 | 68.94 | 73.17 | 75.50 | 89.45 | 70.20 | 57.50 | 75.11 | 56.51 | 57.19 | 57.13 |
| 640 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.19 | 58.31 | 58.76 | 56.99 | 59.50 | 76.67 | 74.30 | 58.73 | 59.12 | 58.15 | 74.87 | 75.89 | 68.37 | 74.29 | 60.18 | 73.26 | 58.29 | 89.91 | 75.89 | 75.08 | 57.50 | 56.03 | 57.30 | 57.11 | 57.48 | 57.71 |
| 641 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.24 | 59.81 | 59.21 | 58.32 | 61.54 | 57.26 | 68.62 | 59.23 | 69.27 | 57.98 | 75.63 | 69.57 | 73.80 | 73.02 | 60.03 | 67.25 | 69.76 | 74.16 | 75.22 | 75.16 | 57.97 | 57.97 | 75.60 | 58.54 | 57.89 | 76.11 |
| 642 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 70.87 | 58.63 | 91.63 | 59.26 | 58.94 | 75.27 | 73.61 | 58.52 | 60.50 | 60.45 | 76.52 | 75.17 | 73.96 | 69.71 | 59.31 | 72.68 | 58.06 | 73.74 | 75.42 | 74.43 | 58.43 | 57.25 | 90.34 | 59.43 | 69.45 | 59.08 |
| 643 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.22 | 58.50 | 58.45 | 58.42 | 59.01 | 56.90 | 73.53 | 58.53 | 58.52 | 58.57 | 75.16 | 74.34 | 73.04 | 69.68 | 58.43 | 72.72 | 59.22 | 74.31 | 75.95 | 75.10 | 57.45 | 58.91 | 68.52 | 58.85 | 75.69 | 57.11 |
| 660 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.34 | 91.10 | 58.11 | 57.58 | 57.98 | 75.54 | 74.71 | 58.84 | 68.04 | 58.28 | 76.54 | 76.81 | 68.50 | 68.70 | 57.52 | 74.67 | 74.63 | 69.13 | 75.89 | 75.68 | 76.01 | 68.09 | 69.78 | 56.55 | 55.71 | 76.49 |
| 661 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.30 | 60.29 | 58.98 | 58.22 | 58.76 | 75.25 | 74.80 | 67.95 | 68.77 | 58.20 | 74.84 | 74.68 | 68.32 | 74.29 | 58.50 | 68.84 | 57.79 | 93.55 | 75.13 | 69.93 | 75.55 | 56.89 | 74.48 | 57.15 | 58.09 | 56.64 |
| 662 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.33 | 58.48 | 68.50 | 58.68 | 60.00 | 76.03 | 75.43 | 60.39 | 60.34 | 59.32 | 75.88 | 75.66 | 68.51 | 74.59 | 59.97 | 74.50 | 74.01 | 73.92 | 75.72 | 74.93 | 57.75 | 57.23 | 75.40 | 76.21 | 75.55 | 74.59 |
| 663 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 58.50 | 59.62 | 90.65 | 57.59 | 58.04 | 75.85 | 75.05 | 58.25 | 58.19 | 58.26 | 76.12 | 75.32 | 68.98 | 58.34 | 58.19 | 68.79 | 75.28 | 74.33 | 70.13 | 75.65 | 76.11 | 68.35 | 75.43 | 58.07 | 57.01 | 57.67 |
| 680 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.96 | 58.47 | 69.01 | 68.47 | 58.85 | 76.65 | 91.16 | 59.07 | 58.27 | 58.77 | 75.42 | 69.50 | 74.17 | 73.71 | 58.87 | 75.50 | 58.52 | 68.37 | 75.84 | 74.58 | 58.24 | 59.34 | 75.72 | 57.88 | 69.17 | 56.98 |
| 681 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.34 | 58.75 | 58.66 | 58.34 | 59.27 | 74.05 | 76.66 | 57.89 | 74.93 | 58.17 | 74.68 | 75.15 | 89.19 | 74.33 | 57.37 | 73.39 | 74.89 | 74.53 | 74.69 | 74.50 | 57.50 | 57.19 | 75.61 | 57.34 | 75.92 | 68.37 |
| 682 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 58.99 | 68.98 | 58.66 | 59.39 | 58.56 | 76.94 | 75.03 | 57.27 | 58.25 | 57.99 | 75.11 | 75.11 | 72.17 | 74.31 | 58.09 | 73.99 | 57.47 | 74.41 | 75.57 | 74.74 | 57.41 | 58.40 | 73.87 | 57.03 | 56.58 | 75.81 |
| 683 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 57.47 | 58.21 | 57.88 | 57.69 | 58.44 | 75.57 | 68.46 | 58.13 | 57.09 | 57.42 | 69.75 | 57.99 | 68.08 | 69.38 | 57.91 | 68.25 | 57.86 | 74.34 | 74.33 | 75.46 | 56.83 | 57.59 | 75.42 | 68.10 | 75.13 | 68.27 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 540 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.13 | 64.00 | 63.99 | 63.71 | 64.38 | 74.63 | 74.16 | 64.03 | 64.67 | 64.79 | 74.63 | 71.30 | 70.62 | 73.53 | 64.76 | 87.40 | 63.62 | 70.39 | 73.97 | 74.26 | 63.99 | 62.60 | 72.91 | 63.80 | 73.67 | 73.93 |
| 541 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 70.05 | 64.20 | 63.75 | 64.39 | 63.80 | 74.88 | 73.66 | 64.49 | 70.66 | 70.21 | 74.11 | 74.49 | 72.12 | 70.79 | 63.93 | 71.72 | 70.07 | 71.20 | 74.34 | 71.38 | 62.54 | 62.54 | 73.45 | 63.82 | 63.56 | 70.27 |
| 542 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.31 | 63.94 | 69.19 | 63.68 | 63.63 | 74.36 | 69.94 | 88.04 | 70.62 | 64.18 | 74.23 | 74.27 | 89.55 | 73.49 | 63.37 | 69.16 | 74.07 | 70.25 | 74.12 | 74.04 | 61.95 | 63.14 | 72.78 | 63.70 | 74.12 | 63.59 |
| 543 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.71 | 65.03 | 69.50 | 65.06 | 65.01 | 70.62 | 74.27 | 64.30 | 63.79 | 64.59 | 71.68 | 73.05 | 74.19 | 74.00 | 64.32 | 88.39 | 74.62 | 72.73 | 74.75 | 74.23 | 55.47 | 86.52 | 73.05 | 64.60 | 72.92 | 73.53 |
| 600 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 64.59 | 63.58 | 63.02 | 63.67 | 74.78 | 87.54 | 63.55 | 64.56 | 63.67 | 74.02 | 73.77 | 73.87 | 74.17 | 62.36 | 74.89 | 74.09 | 73.96 | 74.82 | 74.79 | 63.47 | 63.13 | 73.16 | 73.56 | 73.17 | 64.01 |
| 601 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 64.47 | 64.90 | 64.33 | 64.64 | 64.15 | 75.69 | 74.08 | 64.85 | 70.99 | 65.37 | 74.36 | 73.58 | 73.97 | 62.87 | 62.78 | 74.10 | 74.34 | 72.48 | 70.72 | 72.59 | 63.57 | 64.58 | 70.20 | 65.73 | 73.55 | 64.32 |
| 602 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.13 | 64.24 | 69.94 | 63.94 | 65.04 | 74.77 | 73.64 | 64.14 | 64.22 | 65.68 | 74.33 | 74.24 | 73.88 | 74.10 | 63.69 | 73.12 | 73.34 | 72.02 | 70.89 | 75.33 | 54.78 | 63.84 | 72.22 | 64.42 | 73.83 | 64.19 |
| 603 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.02 | 63.04 | 63.20 | 63.58 | 63.35 | 87.92 | 70.76 | 63.40 | 69.79 | 63.79 | 74.65 | 71.07 | 69.59 | 74.54 | 62.60 | 73.48 | 62.39 | 73.58 | 73.93 | 74.56 | 69.96 | 63.79 | 73.20 | 63.29 | 55.77 | 73.79 |
| 660 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 64.55 | 86.63 | 63.56 | 64.83 | 63.51 | 74.53 | 73.81 | 64.57 | 70.68 | 63.57 | 74.33 | 75.57 | 71.54 | 70.33 | 62.76 | 73.91 | 73.94 | 71.05 | 74.30 | 74.64 | 73.44 | 70.49 | 69.88 | 63.76 | 63.14 | 74.46 |
| 661 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 68.55 | 65.47 | 64.44 | 64.98 | 64.84 | 74.63 | 74.08 | 70.30 | 70.13 | 64.65 | 74.14 | 74.27 | 70.16 | 73.01 | 64.05 | 71.76 | 63.59 | 89.38 | 73.83 | 71.38 | 73.92 | 63.39 | 72.96 | 63.73 | 64.21 | 64.20 |
| 662 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.71 | 65.14 | 69.01 | 64.54 | 65.01 | 75.04 | 74.71 | 64.94 | 64.61 | 65.55 | 73.84 | 74.52 | 70.86 | 73.73 | 64.54 | 74.75 | 74.02 | 73.34 | 74.87 | 74.27 | 63.94 | 63.69 | 73.53 | 73.39 | 73.16 | 73.33 |
| 663 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 64.73 | 65.45 | 88.57 | 64.44 | 64.38 | 74.68 | 74.09 | 63.91 | 63.96 | 64.11 | 74.11 | 75.04 | 71.77 | 63.43 | 63.56 | 71.30 | 74.73 | 73.30 | 72.67 | 73.51 | 74.16 | 70.56 | 72.64 | 63.85 | 64.31 | 64.12 |
| 360 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.97 | 64.68 | 64.23 | 64.70 | 64.76 | 74.21 | 74.87 | 70.89 | 63.62 | 64.99 | 88.53 | 73.75 | 73.84 | 87.43 | 64.79 | 71.17 | 70.69 | 74.09 | 74.46 | 74.56 | 63.51 | 63.84 | 73.58 | 74.05 | 73.85 | 64.40 |
| 361 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.31 | 65.29 | 63.83 | 64.67 | 64.59 | 70.45 | 69.73 | 69.92 | 75.31 | 64.62 | 74.59 | 74.70 | 71.48 | 73.37 | 63.74 | 70.89 | 74.14 | 74.91 | 74.86 | 73.99 | 62.84 | 63.62 | 69.80 | 64.16 | 69.98 | 63.89 |
| 362 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.38 | 64.97 | 65.16 | 65.09 | 64.53 | 74.68 | 70.96 | 73.60 | 72.91 | 64.85 | 71.53 | 75.75 | 73.67 | 73.55 | 63.97 | 74.20 | 74.37 | 70.66 | 74.02 | 71.02 | 64.79 | 64.27 | 73.14 | 65.56 | 64.30 | 64.76 |
| 363 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.06 | 63.79 | 84.54 | 63.53 | 63.79 | 76.13 | 74.85 | 63.90 | 70.70 | 70.18 | 74.09 | 73.99 | 74.59 | 70.47 | 63.24 | 73.49 | 63.42 | 73.73 | 74.36 | 73.78 | 64.01 | 62.74 | 73.67 | 70.64 | 73.16 | 63.82 |
| 420 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.29 | 64.49 | 63.68 | 63.94 | 64.42 | 74.90 | 73.54 | 64.23 | 73.31 | 70.90 | 74.33 | 74.66 | 73.71 | 70.74 | 63.09 | 89.19 | 63.53 | 70.83 | 74.83 | 74.46 | 73.65 | 62.94 | 70.46 | 64.83 | 74.41 | 64.41 |
| 421 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.67 | 65.33 | 64.65 | 66.86 | 65.02 | 74.23 | 73.83 | 65.20 | 81.28 | 66.34 | 70.66 | 74.74 | 73.03 | 73.38 | 63.89 | 71.96 | 63.69 | 72.81 | 74.83 | 74.24 | 63.19 | 64.99 | 70.44 | 65.51 | 63.65 | 73.14 |
| 422 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 64.24 | 70.05 | 63.46 | 63.05 | 64.11 | 87.05 | 87.23 | 63.37 | 87.50 | 64.14 | 74.09 | 74.39 | 86.28 | 73.29 | 63.14 | 71.00 | 63.47 | 73.52 | 74.47 | 74.50 | 63.40 | 63.80 | 73.46 | 63.67 | 55.40 | 63.55 |
| 423 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 68.86 | 63.55 | 64.50 | 64.11 | 65.93 | 75.13 | 73.69 | 88.31 | 73.50 | 64.57 | 73.89 | 74.27 | 71.74 | 71.52 | 64.54 | 89.73 | 73.58 | 70.85 | 75.05 | 73.99 | 63.39 | 64.14 | 72.99 | 64.85 | 72.64 | 65.11 |
| 480 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.44 | 65.46 | 64.78 | 65.58 | 64.90 | 65.23 | 73.80 | 87.94 | 65.87 | 66.12 | 72.11 | 74.66 | 73.66 | 74.04 | 63.93 | 71.65 | 74.12 | 71.61 | 70.74 | 74.08 | 72.09 | 66.20 | 72.87 | 66.15 | 73.35 | 65.21 |
| 481 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.58 | 64.63 | 73.93 | 65.42 | 64.79 | 75.15 | 88.09 | 64.24 | 71.06 | 65.76 | 88.86 | 74.82 | 73.70 | 73.97 | 64.12 | 71.52 | 74.28 | 71.25 | 74.78 | 75.57 | 63.83 | 64.23 | 72.41 | 65.00 | 63.81 | 64.81 |
| 482 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.34 | 63.74 | 86.13 | 63.57 | 64.17 | 74.90 | 87.36 | 64.24 | 73.33 | 63.82 | 74.59 | 75.03 | 87.61 | 62.44 | 63.77 | 73.92 | 73.82 | 73.50 | 73.40 | 73.29 | 63.71 | 63.91 | 73.12 | 64.31 | 64.28 | 64.42 |
| 483 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.81 | 87.43 | 64.82 | 64.53 | 64.84 | 75.52 | 73.66 | 65.52 | 64.83 | 65.65 | 74.37 | 73.78 | 73.60 | 69.60 | 64.28 | 73.12 | 63.84 | 72.87 | 74.14 | 73.74 | 63.96 | 64.54 | 73.59 | 64.12 | 73.14 | 74.13 |
| 561 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 65.29 | 69.04 | 65.79 | 69.83 | 74.52 | 74.12 | 65.24 | 65.26 | 65.33 | 73.86 | 71.06 | 70.18 | 69.85 | 63.28 | 70.86 | 70.95 | 72.94 | 74.82 | 73.70 | 63.79 | 65.74 | 72.40 | 63.93 | 89.04 | 73.16 |
| 562 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 64.83 | 65.22 | 64.04 | 64.81 | 64.76 | 74.84 | 74.10 | 63.72 | 64.53 | 65.49 | 74.61 | 74.50 | 71.73 | 71.08 | 63.63 | 72.82 | 63.70 | 73.88 | 73.81 | 74.02 | 72.22 | 64.15 | 74.13 | 64.47 | 64.53 | 64.20 |
| 563 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 69.85 | 65.42 | 64.40 | 65.37 | 65.08 | 74.65 | 73.90 | 63.51 | 73.91 | 64.10 | 89.14 | 74.63 | 71.70 | 73.30 | 63.12 | 72.11 | 74.39 | 73.27 | 75.29 | 73.85 | 62.57 | 64.41 | 73.12 | 64.11 | 64.52 | 73.86 |
| 621 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.96 | 64.03 | 64.65 | 64.36 | 64.76 | 74.81 | 74.04 | 63.49 | 65.17 | 63.99 | 74.34 | 74.58 | 74.34 | 73.48 | 63.53 | 72.64 | 63.32 | 70.98 | 74.21 | 73.53 | 62.83 | 62.88 | 73.38 | 64.47 | 72.68 | 64.98 |
| 622 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.43 | 64.45 | 69.73 | 65.14 | 64.76 | 74.78 | 74.51 | 63.59 | 71.03 | 71.08 | 72.22 | 74.04 | 72.90 | 70.69 | 63.26 | 88.27 | 64.17 | 74.58 | 74.08 | 75.08 | 63.49 | 65.15 | 73.84 | 64.03 | 72.91 | 64.51 |
| 623 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 64.41 | 64.57 | 87.95 | 63.79 | 70.00 | 75.04 | 74.13 | 87.82 | 63.78 | 64.93 | 87.04 | 73.60 | 73.31 | 73.31 | 62.53 | 73.97 | 70.84 | 73.83 | 74.26 | 87.60 | 70.00 | 63.47 | 72.33 | 63.49 | 63.49 | 64.06 |
| 680 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.43 | 64.27 | 68.92 | 70.44 | 64.78 | 76.05 | 89.41 | 64.00 | 64.36 | 64.73 | 74.37 | 71.45 | 74.22 | 73.00 | 63.87 | 75.19 | 64.55 | 70.93 | 74.23 | 73.99 | 63.44 | 64.45 | 72.91 | 64.24 | 70.45 | 63.92 |
| 681 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.60 | 63.95 | 63.84 | 65.02 | 64.40 | 74.76 | 75.81 | 64.13 | 73.72 | 62.42 | 73.62 | 74.52 | 87.28 | 73.31 | 62.89 | 73.21 | 74.16 | 73.91 | 73.86 | 73.96 | 63.92 | 63.69 | 72.53 | 63.82 | 73.29 | 70.34 |
| 682 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.40 | 70.76 | 64.30 | 65.01 | 64.42 | 75.07 | 73.95 | 64.41 | 64.46 | 63.95 | 74.37 | 74.04 | 73.12 | 73.50 | 63.84 | 73.39 | 63.77 | 73.23 | 73.79 | 74.77 | 63.26 | 63.53 | 72.80 | 64.02 | 63.44 | 73.41 |
| 380 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.29 | 65.25 | 63.88 | 64.92 | 64.49 | 71.30 | 73.21 | 63.57 | 65.67 | 65.16 | 74.37 | 74.98 | 71.55 | 63.29 | 63.19 | 73.84 | 74.60 | 72.87 | 75.01 | 71.67 | 88.41 | 64.19 | 72.91 | 64.98 | 72.76 | 65.72 |
| 381 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 65.50 | 64.28 | 69.96 | 64.78 | 64.53 | 74.79 | 74.85 | 63.88 | 63.47 | 87.84 | 70.76 | 74.00 | 88.83 | 72.87 | 62.65 | 72.60 | 63.89 | 73.37 | 74.83 | 74.75 | 73.89 | 64.77 | 73.55 | 64.30 | 73.68 | 70.12 |
| 440 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.08 | 64.94 | 64.30 | 63.99 | 64.27 | 75.10 | 74.67 | 63.96 | 70.08 | 64.62 | 74.61 | 74.77 | 70.54 | 63.59 | 63.46 | 74.12 | 64.22 | 73.04 | 74.39 | 74.83 | 63.60 | 64.26 | 73.91 | 64.70 | 72.08 | 64.51 |
| 441 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.77 | 64.39 | 63.99 | 64.88 | 64.45 | 74.44 | 86.04 | 62.75 | 74.67 | 65.04 | 73.60 | 71.50 | 74.10 | 71.64 | 63.37 | 70.55 | 74.47 | 72.88 | 72.21 | 74.53 | 63.94 | 65.94 | 72.68 | 65.22 | 72.89 | 64.72 |
| 442 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.72 | 63.97 | 63.63 | 64.57 | 64.54 | 75.10 | 74.06 | 63.98 | 87.03 | 64.40 | 73.86 | 64.08 | 71.38 | 87.14 | 63.51 | 87.37 | 63.49 | 73.11 | 74.59 | 74.00 | 55.34 | 64.74 | 72.39 | 63.77 | 71.22 | 64.90 |
| 443 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.42 | 64.92 | 74.57 | 64.54 | 64.51 | 74.45 | 73.54 | 88.51 | 64.65 | 63.62 | 74.25 | 74.51 | 71.08 | 72.83 | 63.53 | 73.46 | 71.51 | 72.75 | 74.14 | 74.25 | 72.68 | 64.39 | 73.36 | 64.45 | 72.13 | 73.35 |
| 500 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.50 | 66.00 | 64.16 | 64.85 | 64.83 | 75.15 | 86.50 | 70.05 | 70.63 | 64.57 | 74.86 | 73.90 | 73.42 | 73.27 | 63.21 | 73.71 | 63.83 | 71.20 | 74.12 | 74.27 | 73.55 | 64.16 | 72.65 | 65.23 | 64.64 | 73.66 |
| 501 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.49 | 63.97 | 69.56 | 65.15 | 64.53 | 74.37 | 74.48 | 64.07 | 64.01 | 63.72 | 74.14 | 73.89 | 73.85 | 73.32 | 63.99 | 87.60 | 74.44 | 73.61 | 71.40 | 73.73 | 63.82 | 63.44 | 73.16 | 63.21 | 73.88 | 65.51 |
| 502 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.20 | 64.75 | 63.99 | 64.68 | 64.78 | 89.57 | 73.85 | 64.37 | 70.91 | 69.81 | 70.10 | 75.06 | 73.59 | 73.56 | 63.47 | 71.32 | 64.33 | 72.83 | 73.68 | 73.96 | 63.28 | 63.94 | 74.91 | 64.55 | 72.70 | 65.54 |
| 503 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.04 | 64.79 | 73.96 | 64.17 | 64.48 | 89.02 | 73.79 | 63.46 | 64.53 | 70.91 | 74.33 | 74.45 | 73.92 | 73.22 | 63.04 | 72.61 | 62.52 | 72.12 | 74.09 | 74.28 | 63.62 | 63.51 | 72.21 | 73.86 | 63.51 | 64.26 |
| 580 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.44 | 65.18 | 65.51 | 65.06 | 64.62 | 75.40 | 74.19 | 88.93 | 70.21 | 70.01 | 74.12 | 74.10 | 87.71 | 73.13 | 63.60 | 65.27 | 63.63 | 64.67 | 73.60 | 74.78 | 64.70 | 63.99 | 72.64 | 69.07 | 64.22 | 64.47 |
| 581 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.64 | 64.95 | 64.26 | 64.86 | 64.94 | 74.91 | 74.37 | 63.97 | 87.48 | 65.19 | 74.84 | 63.99 | 73.12 | 63.85 | 63.50 | 73.87 | 63.07 | 72.70 | 74.59 | 74.39 | 63.92 | 63.92 | 73.16 | 64.98 | 73.43 | 69.79 |
| 582 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 66.24 | 64.38 | 64.29 | 64.56 | 64.21 | 74.41 | 73.47 | 63.74 | 64.85 | 64.45 | 74.12 | 71.07 | 73.40 | 73.02 | 63.74 | 73.41 | 71.28 | 72.84 | 73.79 | 73.79 | 64.56 | 63.92 | 72.40 | 73.91 | 64.01 | 64.63 |
| 640 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 64.38 | 63.76 | 64.42 | 64.74 | 74.78 | 73.80 | 63.98 | 65.39 | 64.62 | 74.08 | 74.04 | 70.43 | 73.84 | 64.63 | 73.80 | 62.82 | 86.66 | 74.58 | 75.25 | 63.19 | 63.30 | 63.69 | 63.56 | 64.67 | 63.69 |
| 641 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.10 | 65.40 | 64.98 | 64.63 | 65.73 | 62.97 | 71.11 | 64.35 | 70.33 | 65.50 | 74.83 | 71.54 | 73.60 | 73.08 | 63.44 | 71.54 | 70.76 | 72.81 | 74.34 | 74.52 | 63.92 | 64.17 | 73.16 | 64.49 | 64.47 | 73.80 |
| 642 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.54 | 64.36 | 86.83 | 64.74 | 65.01 | 75.08 | 74.31 | 63.45 | 65.26 | 65.36 | 74.82 | 74.80 | 73.89 | 70.07 | 63.68 | 74.21 | 64.33 | 73.12 | 74.11 | 75.12 | 64.30 | 64.19 | 85.30 | 64.58 | 70.24 | 65.25 |
| 401 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.49 | 64.73 | 69.87 | 65.51 | 65.25 | 73.87 | 70.58 | 64.68 | 65.07 | 65.52 | 74.50 | 74.52 | 87.15 | 63.91 | 63.75 | 73.41 | 65.20 | 69.72 | 73.60 | 74.84 | 87.32 | 64.44 | 72.39 | 64.78 | 64.19 | 64.42 |
| 402 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 65.73 | 64.72 | 64.20 | 65.36 | 64.78 | 74.53 | 74.09 | 86.71 | 64.30 | 63.66 | 74.03 | 75.24 | 87.91 | 72.89 | 64.27 | 73.44 | 64.07 | 72.81 | 73.64 | 74.28 | 63.69 | 62.54 | 72.18 | 63.42 | 64.03 | 64.45 |
| 403 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 66.37 | 64.51 | 86.93 | 64.75 | 64.51 | 74.63 | 70.60 | 63.57 | 64.08 | 64.96 | 74.36 | 63.57 | 70.03 | 73.00 | 63.44 | 70.64 | 70.62 | 86.42 | 74.08 | 74.25 | 54.67 | 65.00 | 69.50 | 64.06 | 64.93 | 63.89 |
| 460 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.18 | 64.12 | 64.63 | 65.48 | 65.51 | 63.17 | 74.60 | 64.31 | 65.87 | 86.36 | 74.33 | 74.52 | 69.52 | 70.74 | 63.48 | 71.01 | 64.58 | 73.13 | 75.34 | 74.03 | 63.17 | 64.19 | 72.63 | 64.73 | 63.53 | 69.56 |
| 461 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.95 | 86.61 | 64.03 | 64.52 | 64.74 | 63.77 | 73.87 | 87.04 | 64.86 | 63.73 | 70.29 | 74.62 | 72.67 | 73.16 | 63.38 | 73.20 | 70.13 | 73.32 | 74.13 | 74.10 | 63.76 | 64.36 | 73.15 | 64.37 | 64.74 | 64.81 |
| 462 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.19 | 65.48 | 64.79 | 64.81 | 64.79 | 74.70 | 71.00 | 63.57 | 69.65 | 66.09 | 74.60 | 64.24 | 71.89 | 71.75 | 62.68 | 73.31 | 62.91 | 72.52 | 74.42 | 88.03 | 64.26 | 63.79 | 72.92 | 65.16 | 63.69 | 63.94 |
| 201 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 69.52 | 66.36 | 66.46 | 64.88 | 65.22 | 62.62 | 79.58 | 65.55 | 56.25 | 80.60 | 84.88 | 84.34 | 74.47 | 63.28 | 63.79 | 74.52 | 55.73 | 65.01 | 85.44 | 64.35 | 64.35 | 66.59 | 64.11 | 65.44 | 64.41 | 65.62 |
| 23 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.96 | 64.06 | 64.86 | 65.40 | 65.06 | 74.20 | 65.07 | 64.79 | 64.14 | 80.98 | 71.95 | 63.58 | 81.00 | 64.63 | 63.31 | 78.69 | 64.08 | 78.65 | 74.48 | 84.80 | 69.89 | 64.79 | 63.85 | 64.97 | 65.74 | 64.67 |
| 221 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.23 | 65.09 | 64.81 | 66.15 | 62.89 | 74.65 | 72.54 | 82.72 | 64.32 | 62.41 | 62.57 | 73.67 | 81.03 | 63.79 | 85.69 | 70.05 | 73.66 | 74.89 | 86.33 | 63.85 | 64.01 | 64.36 | 64.13 | 64.15 | 64.37 |
| 223 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.81 | 65.30 | 81.72 | 64.96 | 64.24 | 75.01 | 74.05 | 64.42 | 84.06 | 55.36 | 63.19 | 62.71 | 59.10 | 64.25 | 63.77 | 75.91 | 63.31 | 74.02 | 84.41 | 84.13 | 63.19 | 64.87 | 63.76 | 63.74 | 64.75 | 63.76 |
| 281 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.61 | 64.67 | 57.92 | 64.35 | 64.56 | 64.79 | 75.17 | 63.76 | 79.32 | 64.01 | 74.85 | 63.57 | 75.73 | 63.18 | 65.27 | 84.50 | 63.46 | 70.24 | 75.14 | 85.53 | 64.33 | 64.75 | 63.82 | 63.01 | 64.51 | 64.28 |
| 282 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.35 | 66.16 | 69.63 | 64.57 | 55.82 | 56.89 | 83.90 | 65.05 | 67.35 | 64.43 | 86.52 | 63.95 | 73.61 | 85.72 | 63.66 | 81.72 | 63.89 | 68.97 | 85.31 | 64.31 | 65.67 | 64.63 | 64.96 | 64.82 | 64.42 | 64.74 |
| 283 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.80 | 65.12 | 73.88 | 62.96 | 74.60 | 75.74 | 74.76 | 64.17 | 74.39 | 67.10 | 75.60 | 75.13 | 74.47 | 62.56 | 62.79 | 85.05 | 63.07 | 87.47 | 63.32 | 63.55 | 72.87 | 63.79 | 71.31 | 63.90 | 63.19 | 64.44 |
| 340 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.63 | 64.61 | 78.33 | 65.19 | 65.93 | 75.38 | 82.88 | 64.18 | 78.64 | 64.99 | 75.14 | 63.57 | 74.15 | 64.34 | 64.49 | 74.47 | 63.54 | 74.11 | 75.13 | 63.51 | 63.79 | 63.10 | 64.17 | 65.73 | 82.97 | 64.04 |
| 341 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 65.39 | 64.57 | 73.73 | 64.83 | 74.60 | 62.86 | 74.66 | 63.24 | 86.25 | 63.59 | 86.68 | 63.32 | 74.85 | 80.49 | 62.86 | 70.47 | 63.81 | 80.64 | 74.89 | 63.64 | 63.66 | 64.74 | 64.09 | 64.07 | 64.46 | 64.26 |
| 342 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.31 | 65.83 | 65.87 | 65.08 | 74.58 | 56.36 | 74.32 | 68.71 | 64.90 | 65.28 | 75.05 | 87.08 | 81.90 | 63.71 | 64.39 | 78.59 | 62.83 | 82.54 | 63.11 | 63.82 | 64.26 | 73.56 | 64.56 | 64.98 | 64.25 | 65.36 |
| 343 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.91 | 64.51 | 56.87 | 72.83 | 66.47 | 56.23 | 74.67 | 64.51 | 75.22 | 64.57 | 55.78 | 64.07 | 74.93 | 85.09 | 64.00 | 75.21 | 84.17 | 81.31 | 75.12 | 63.54 | 63.40 | 64.46 | 64.45 | 64.51 | 64.38 | 71.81 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 65.23 | 73.12 | 65.47 | 71.13 | 42.66 | 79.20 | 64.25 | 79.82 | 64.66 | 86.45 | 63.49 | 59.97 | 63.32 | 66.51 | 74.91 | 74.37 | 74.07 | 75.70 | 63.84 | 63.89 | 65.63 | 64.12 | 64.26 | 69.25 | 68.16 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.42 | 64.68 | 64.57 | 64.47 | 64.70 | 62.64 | 72.93 | 69.56 | 84.40 | 68.78 | 74.94 | 63.46 | 74.92 | 63.21 | 64.74 | 82.69 | 63.77 | 65.70 | 63.95 | 86.56 | 64.59 | 63.32 | 72.90 | 64.28 | 64.12 | 65.09 |
| 100 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.61 | 64.79 | 63.09 | 68.94 | 64.15 | 76.06 | 71.84 | 63.72 | 55.73 | 84.20 | 74.91 | 63.33 | 74.65 | 86.25 | 62.53 | 74.92 | 63.35 | 86.17 | 75.38 | 62.66 | 64.80 | 64.87 | 64.26 | 64.06 | 63.25 | 64.63 |
| 103 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.40 | 64.68 | 74.20 | 65.14 | 74.51 | 75.20 | 82.68 | 64.02 | 84.90 | 55.84 | 63.39 | 63.21 | 83.78 | 64.07 | 64.25 | 83.78 | 63.79 | 68.14 | 63.61 | 63.21 | 63.21 | 72.64 | 64.19 | 42.66 | 64.64 | 64.74 |
| 160 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.94 | 66.75 | 73.19 | 65.21 | 65.26 | 74.90 | 42.66 | 65.03 | 64.94 | 66.11 | 74.64 | 64.07 | 74.71 | 64.28 | 74.03 | 85.65 | 63.75 | 86.35 | 74.94 | 64.06 | 64.31 | 65.91 | 65.71 | 65.33 | 65.40 | 66.10 |
Size of the All data: (140, 29)
Size of the Sig data: (71, 29)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.87 | 57.19 | 57.80 | 57.89 | 58.04 | 75.37 | 75.47 | 57.66 | 58.41 | 58.15 | 75.42 | 69.03 | 67.85 | 74.30 | 59.76 | 87.44 | 57.61 | 68.26 | 76.30 | 74.44 | 57.19 | 56.08 | 75.81 | 57.92 | 75.57 | 75.15 |
| 50 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 66.99 | 57.95 | 57.97 | 57.99 | 58.45 | 75.27 | 73.90 | 57.82 | 68.69 | 68.57 | 75.89 | 75.47 | 68.85 | 68.76 | 59.19 | 68.75 | 69.02 | 68.50 | 75.24 | 69.12 | 56.15 | 56.11 | 76.39 | 56.94 | 57.55 | 68.78 |
| 7 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.44 | 57.16 | 67.44 | 56.97 | 57.58 | 75.05 | 68.88 | 90.24 | 66.74 | 58.01 | 75.39 | 75.61 | 89.38 | 74.53 | 57.96 | 67.64 | 73.67 | 68.75 | 76.06 | 75.18 | 56.46 | 56.42 | 75.99 | 56.58 | 76.41 | 56.50 |
| 8 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.98 | 58.73 | 67.71 | 58.92 | 59.32 | 69.31 | 74.13 | 59.53 | 57.91 | 59.45 | 70.18 | 75.12 | 75.74 | 74.78 | 58.40 | 90.65 | 73.99 | 73.83 | 75.13 | 74.59 | 46.73 | 90.06 | 74.36 | 57.51 | 74.15 | 75.94 |
| 18 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.68 | 59.35 | 57.15 | 57.55 | 57.78 | 74.94 | 91.32 | 57.83 | 58.50 | 57.85 | 74.59 | 75.73 | 74.11 | 74.97 | 57.38 | 73.78 | 74.85 | 74.84 | 75.36 | 75.76 | 57.03 | 56.51 | 75.59 | 76.05 | 75.78 | 56.92 |
| 58 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.64 | 58.94 | 59.01 | 58.17 | 58.81 | 76.42 | 75.36 | 58.90 | 69.49 | 58.62 | 75.65 | 74.91 | 73.61 | 58.58 | 57.97 | 73.16 | 74.50 | 70.42 | 69.03 | 69.86 | 57.38 | 57.45 | 69.37 | 58.31 | 75.27 | 56.77 |
| 49 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.98 | 58.46 | 68.88 | 57.50 | 58.86 | 75.07 | 74.03 | 58.49 | 58.21 | 58.05 | 74.64 | 75.65 | 74.58 | 74.62 | 58.03 | 75.03 | 75.51 | 68.37 | 69.40 | 76.23 | 46.31 | 56.89 | 74.32 | 57.10 | 75.08 | 56.98 |
| 48 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.84 | 57.26 | 57.24 | 56.99 | 57.03 | 90.30 | 68.50 | 57.50 | 69.94 | 56.32 | 76.46 | 69.58 | 68.72 | 74.77 | 57.65 | 73.67 | 56.95 | 74.36 | 76.50 | 76.28 | 68.12 | 56.79 | 75.17 | 56.68 | 49.92 | 76.02 |
| 11 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.34 | 91.10 | 58.11 | 57.58 | 57.98 | 75.54 | 74.71 | 58.84 | 68.04 | 58.28 | 76.54 | 76.81 | 68.50 | 68.70 | 57.52 | 74.67 | 74.63 | 69.13 | 75.89 | 75.68 | 76.01 | 68.09 | 69.78 | 56.55 | 55.71 | 76.49 |
| 35 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.30 | 60.29 | 58.98 | 58.22 | 58.76 | 75.25 | 74.80 | 67.95 | 68.77 | 58.20 | 74.84 | 74.68 | 68.32 | 74.29 | 58.50 | 68.84 | 57.79 | 93.55 | 75.13 | 69.93 | 75.55 | 56.89 | 74.48 | 57.15 | 58.09 | 56.64 |
| 14 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.33 | 58.48 | 68.50 | 58.68 | 60.00 | 76.03 | 75.43 | 60.39 | 60.34 | 59.32 | 75.88 | 75.66 | 68.51 | 74.59 | 59.97 | 74.50 | 74.01 | 73.92 | 75.72 | 74.93 | 57.75 | 57.23 | 75.40 | 76.21 | 75.55 | 74.59 |
| 30 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 58.50 | 59.62 | 90.65 | 57.59 | 58.04 | 75.85 | 75.05 | 58.25 | 58.19 | 58.26 | 76.12 | 75.32 | 68.98 | 58.34 | 58.19 | 68.79 | 75.28 | 74.33 | 70.13 | 75.65 | 76.11 | 68.35 | 75.43 | 58.07 | 57.01 | 57.67 |
| 1 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.55 | 58.26 | 59.14 | 58.66 | 58.00 | 75.57 | 74.88 | 68.59 | 58.14 | 58.80 | 90.38 | 75.50 | 74.88 | 88.42 | 60.37 | 68.85 | 68.68 | 73.70 | 75.17 | 74.87 | 56.55 | 56.83 | 75.74 | 75.89 | 76.27 | 56.68 |
| 42 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 75.18 | 57.97 | 58.16 | 58.40 | 57.97 | 68.88 | 68.88 | 67.93 | 76.25 | 58.03 | 75.77 | 76.05 | 68.70 | 74.76 | 58.25 | 69.32 | 74.53 | 75.77 | 75.60 | 75.07 | 56.54 | 56.55 | 69.04 | 56.94 | 68.02 | 56.87 |
| 21 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.82 | 59.21 | 59.34 | 58.37 | 58.02 | 74.66 | 69.45 | 74.19 | 73.95 | 57.72 | 67.64 | 75.60 | 74.25 | 74.33 | 58.42 | 74.06 | 74.93 | 69.04 | 75.63 | 70.02 | 58.32 | 57.44 | 75.14 | 58.53 | 58.29 | 57.54 |
| 9 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 75.43 | 57.93 | 88.10 | 57.33 | 57.72 | 76.21 | 75.65 | 58.40 | 69.25 | 68.26 | 76.11 | 75.72 | 74.46 | 68.90 | 58.20 | 74.82 | 58.22 | 73.58 | 75.65 | 75.17 | 56.44 | 57.07 | 75.98 | 69.14 | 76.66 | 56.77 |
| 13 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.37 | 58.60 | 57.71 | 57.79 | 58.82 | 74.57 | 74.83 | 58.96 | 74.38 | 69.41 | 75.13 | 74.78 | 74.07 | 68.48 | 57.92 | 91.07 | 57.80 | 69.23 | 75.77 | 75.83 | 75.19 | 57.01 | 69.40 | 56.67 | 76.17 | 56.94 |
| 34 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.57 | 60.97 | 60.84 | 61.24 | 60.20 | 74.60 | 74.76 | 60.45 | 77.75 | 59.39 | 68.87 | 76.52 | 73.74 | 73.93 | 60.41 | 68.75 | 59.09 | 73.35 | 74.82 | 75.01 | 56.78 | 58.45 | 68.83 | 58.72 | 57.27 | 75.64 |
| 16 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.42 | 67.98 | 57.41 | 57.06 | 57.60 | 91.19 | 90.28 | 57.67 | 90.55 | 57.47 | 75.88 | 76.00 | 90.11 | 74.74 | 58.71 | 68.02 | 57.11 | 74.82 | 75.43 | 74.75 | 56.79 | 56.73 | 75.61 | 57.20 | 51.76 | 56.73 |
| 2 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 69.83 | 57.97 | 57.72 | 58.61 | 60.69 | 75.94 | 74.29 | 90.52 | 74.60 | 58.28 | 76.15 | 75.95 | 69.41 | 68.74 | 60.04 | 88.93 | 74.36 | 68.36 | 77.12 | 74.62 | 56.29 | 57.85 | 75.36 | 58.98 | 75.67 | 57.88 |
| 17 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 67.76 | 58.81 | 59.59 | 58.94 | 60.04 | 59.97 | 74.09 | 89.43 | 58.99 | 59.22 | 69.15 | 75.52 | 73.91 | 74.47 | 58.87 | 68.22 | 73.81 | 68.78 | 67.94 | 75.03 | 74.63 | 61.02 | 74.90 | 61.50 | 75.94 | 59.80 |
| 3 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.87 | 59.09 | 75.42 | 59.07 | 58.13 | 74.76 | 90.21 | 57.60 | 69.49 | 58.80 | 91.09 | 76.05 | 74.91 | 74.07 | 58.75 | 67.52 | 75.19 | 69.99 | 76.17 | 75.52 | 57.67 | 57.68 | 75.91 | 57.39 | 57.01 | 57.11 |
| 6 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.42 | 57.62 | 89.58 | 56.73 | 58.08 | 75.59 | 90.86 | 57.66 | 74.92 | 57.02 | 76.06 | 75.41 | 89.26 | 56.89 | 59.28 | 74.74 | 74.46 | 75.06 | 74.35 | 75.30 | 57.08 | 56.88 | 75.55 | 56.86 | 56.22 | 56.30 |
| 10 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.64 | 85.96 | 59.63 | 58.22 | 59.02 | 74.69 | 74.11 | 59.98 | 59.13 | 59.18 | 75.17 | 75.08 | 75.43 | 68.42 | 58.74 | 73.70 | 58.37 | 73.95 | 74.57 | 74.86 | 57.20 | 57.57 | 75.22 | 58.61 | 75.34 | 76.00 |
| 12 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.31 | 59.72 | 68.94 | 59.57 | 68.11 | 75.26 | 74.33 | 60.15 | 60.08 | 58.74 | 74.83 | 68.12 | 68.62 | 68.62 | 58.74 | 67.09 | 69.29 | 73.65 | 75.29 | 75.11 | 58.20 | 58.65 | 74.60 | 59.23 | 91.65 | 75.17 |
| 62 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 58.20 | 59.67 | 58.46 | 58.19 | 58.70 | 74.48 | 74.30 | 58.57 | 58.19 | 59.24 | 75.34 | 75.66 | 68.27 | 69.13 | 58.35 | 74.63 | 58.44 | 74.53 | 74.44 | 74.97 | 74.75 | 57.28 | 75.89 | 57.30 | 57.38 | 57.98 |
| 19 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 70.92 | 58.50 | 57.82 | 58.98 | 59.58 | 75.33 | 74.16 | 58.03 | 74.51 | 58.20 | 90.39 | 74.98 | 68.50 | 74.31 | 57.43 | 68.18 | 74.89 | 74.16 | 76.03 | 74.75 | 56.94 | 57.95 | 75.48 | 57.99 | 59.87 | 74.67 |
| 53 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.54 | 57.78 | 57.99 | 58.68 | 58.51 | 75.36 | 75.12 | 58.98 | 58.49 | 58.55 | 75.87 | 74.95 | 74.95 | 73.91 | 57.77 | 69.16 | 57.25 | 68.27 | 73.35 | 75.39 | 57.08 | 56.45 | 75.30 | 57.72 | 76.01 | 57.08 |
| 27 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.45 | 58.27 | 68.42 | 59.21 | 57.97 | 74.99 | 75.08 | 57.59 | 68.80 | 69.80 | 69.51 | 75.79 | 74.18 | 68.20 | 57.28 | 87.32 | 58.94 | 73.79 | 74.67 | 75.52 | 57.03 | 58.49 | 75.86 | 57.41 | 76.00 | 57.35 |
| 0 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 58.18 | 58.42 | 91.98 | 57.06 | 68.91 | 74.41 | 73.84 | 90.31 | 58.18 | 57.48 | 93.18 | 74.15 | 73.99 | 74.59 | 56.89 | 75.16 | 68.94 | 73.17 | 75.50 | 89.45 | 70.20 | 57.50 | 75.11 | 56.51 | 57.19 | 57.13 |
| 40 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.96 | 58.47 | 69.01 | 68.47 | 58.85 | 76.65 | 91.16 | 59.07 | 58.27 | 58.77 | 75.42 | 69.50 | 74.17 | 73.71 | 58.87 | 75.50 | 58.52 | 68.37 | 75.84 | 74.58 | 58.24 | 59.34 | 75.72 | 57.88 | 69.17 | 56.98 |
| 23 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.34 | 58.75 | 58.66 | 58.34 | 59.27 | 74.05 | 76.66 | 57.89 | 74.93 | 58.17 | 74.68 | 75.15 | 89.19 | 74.33 | 57.37 | 73.39 | 74.89 | 74.53 | 74.69 | 74.50 | 57.50 | 57.19 | 75.61 | 57.34 | 75.92 | 68.37 |
| 51 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 58.99 | 68.98 | 58.66 | 59.39 | 58.56 | 76.94 | 75.03 | 57.27 | 58.25 | 57.99 | 75.11 | 75.11 | 72.17 | 74.31 | 58.09 | 73.99 | 57.47 | 74.41 | 75.57 | 74.74 | 57.41 | 58.40 | 73.87 | 57.03 | 56.58 | 75.81 |
| 32 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.85 | 58.79 | 58.48 | 58.77 | 58.35 | 67.44 | 74.21 | 58.89 | 59.05 | 57.97 | 75.16 | 75.41 | 67.60 | 58.49 | 57.58 | 74.39 | 75.05 | 73.69 | 75.96 | 68.50 | 91.87 | 58.00 | 74.64 | 59.22 | 74.84 | 57.39 |
| 4 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.72 | 58.40 | 68.62 | 58.59 | 58.45 | 75.12 | 75.03 | 58.46 | 57.03 | 89.57 | 70.42 | 75.22 | 89.51 | 74.11 | 58.10 | 73.49 | 58.39 | 74.31 | 75.57 | 76.42 | 75.28 | 58.26 | 75.89 | 56.97 | 76.19 | 68.44 |
| 64 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.71 | 58.30 | 58.09 | 57.59 | 57.71 | 75.66 | 74.34 | 58.09 | 68.36 | 58.65 | 74.91 | 75.07 | 68.03 | 58.23 | 58.24 | 73.38 | 58.75 | 73.80 | 75.19 | 74.91 | 56.41 | 57.95 | 76.51 | 57.82 | 70.23 | 58.34 |
| 37 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.06 | 58.98 | 58.25 | 57.92 | 58.80 | 75.78 | 86.72 | 57.08 | 74.33 | 58.18 | 74.87 | 67.77 | 74.89 | 69.09 | 58.96 | 69.00 | 73.83 | 73.85 | 70.73 | 75.36 | 57.50 | 59.13 | 74.68 | 60.06 | 75.43 | 57.64 |
| 29 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 69.36 | 58.34 | 57.22 | 57.59 | 58.94 | 75.80 | 74.09 | 57.26 | 91.27 | 58.09 | 75.63 | 57.97 | 67.55 | 91.12 | 58.37 | 90.14 | 57.35 | 71.85 | 75.47 | 75.31 | 47.36 | 57.57 | 75.29 | 56.75 | 68.98 | 57.75 |
| 5 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.99 | 58.74 | 75.06 | 57.80 | 58.51 | 74.45 | 73.12 | 90.53 | 58.18 | 57.71 | 76.06 | 76.13 | 67.43 | 75.55 | 58.56 | 74.33 | 69.50 | 74.28 | 74.71 | 75.17 | 75.02 | 58.36 | 75.42 | 56.92 | 69.42 | 75.76 |
| 20 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.62 | 59.55 | 59.43 | 59.42 | 59.38 | 74.78 | 88.80 | 67.89 | 68.83 | 58.61 | 75.19 | 74.82 | 73.90 | 73.75 | 58.71 | 73.81 | 57.80 | 68.64 | 74.15 | 75.42 | 74.47 | 58.25 | 75.92 | 57.64 | 59.19 | 75.97 |
| 31 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 58.74 | 58.56 | 68.55 | 58.06 | 58.70 | 75.73 | 74.24 | 58.51 | 56.90 | 58.08 | 75.36 | 75.42 | 75.44 | 75.10 | 57.84 | 89.89 | 74.56 | 73.40 | 69.32 | 74.53 | 57.75 | 57.50 | 75.27 | 56.83 | 75.75 | 57.29 |
| 39 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.71 | 58.58 | 58.45 | 57.63 | 58.51 | 91.40 | 74.09 | 58.49 | 69.13 | 68.58 | 69.80 | 76.53 | 74.93 | 74.84 | 57.40 | 69.09 | 58.21 | 74.28 | 75.63 | 73.23 | 57.64 | 57.41 | 76.97 | 58.26 | 74.96 | 57.87 |
| 25 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.88 | 58.19 | 74.82 | 57.96 | 59.25 | 91.70 | 73.19 | 57.60 | 57.64 | 68.18 | 75.13 | 75.43 | 73.97 | 75.44 | 58.74 | 73.41 | 56.85 | 73.15 | 75.13 | 75.30 | 56.56 | 57.13 | 75.82 | 76.14 | 56.83 | 57.47 |
| 26 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.68 | 59.12 | 59.82 | 58.82 | 59.07 | 76.34 | 74.53 | 91.43 | 68.52 | 68.34 | 75.62 | 75.09 | 88.54 | 73.74 | 59.08 | 58.89 | 59.04 | 59.23 | 75.40 | 74.58 | 58.22 | 57.59 | 75.41 | 66.74 | 57.51 | 57.90 |
| 28 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.46 | 58.81 | 59.19 | 59.11 | 59.16 | 75.41 | 73.88 | 58.43 | 88.79 | 58.51 | 75.46 | 58.86 | 74.32 | 58.27 | 59.00 | 74.15 | 58.55 | 73.63 | 74.74 | 75.05 | 57.50 | 58.00 | 75.33 | 57.78 | 75.38 | 68.10 |
| 52 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 59.25 | 58.45 | 59.19 | 57.95 | 58.23 | 75.18 | 74.23 | 57.51 | 57.70 | 58.09 | 74.69 | 70.32 | 74.43 | 74.88 | 57.74 | 74.24 | 69.77 | 74.64 | 74.92 | 75.37 | 57.80 | 57.75 | 76.24 | 75.39 | 57.74 | 57.32 |
| 60 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.19 | 58.31 | 58.76 | 56.99 | 59.50 | 76.67 | 74.30 | 58.73 | 59.12 | 58.15 | 74.87 | 75.89 | 68.37 | 74.29 | 60.18 | 73.26 | 58.29 | 89.91 | 75.89 | 75.08 | 57.50 | 56.03 | 57.30 | 57.11 | 57.48 | 57.71 |
| 47 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.24 | 59.81 | 59.21 | 58.32 | 61.54 | 57.26 | 68.62 | 59.23 | 69.27 | 57.98 | 75.63 | 69.57 | 73.80 | 73.02 | 60.03 | 67.25 | 69.76 | 74.16 | 75.22 | 75.16 | 57.97 | 57.97 | 75.60 | 58.54 | 57.89 | 76.11 |
| 15 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 70.87 | 58.63 | 91.63 | 59.26 | 58.94 | 75.27 | 73.61 | 58.52 | 60.50 | 60.45 | 76.52 | 75.17 | 73.96 | 69.71 | 59.31 | 72.68 | 58.06 | 73.74 | 75.42 | 74.43 | 58.43 | 57.25 | 90.34 | 59.43 | 69.45 | 59.08 |
| 36 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.79 | 58.54 | 68.82 | 60.03 | 60.49 | 74.60 | 68.59 | 58.84 | 58.24 | 58.62 | 75.61 | 75.44 | 89.48 | 59.07 | 58.50 | 73.53 | 59.14 | 68.91 | 74.69 | 75.42 | 91.11 | 59.30 | 76.29 | 58.08 | 58.48 | 58.99 |
| 33 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 58.74 | 57.18 | 57.98 | 58.50 | 58.53 | 75.86 | 74.31 | 87.09 | 57.63 | 57.79 | 75.31 | 75.13 | 89.14 | 74.58 | 58.83 | 71.36 | 59.09 | 71.96 | 75.20 | 74.43 | 56.98 | 57.84 | 75.18 | 57.72 | 57.16 | 58.06 |
| 57 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.74 | 57.96 | 92.21 | 58.44 | 58.79 | 75.05 | 68.83 | 56.83 | 58.35 | 58.41 | 76.15 | 56.78 | 67.53 | 74.23 | 57.44 | 67.70 | 69.76 | 89.08 | 75.15 | 75.11 | 46.88 | 57.82 | 70.14 | 57.29 | 56.98 | 57.32 |
| 55 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.71 | 57.68 | 58.63 | 58.66 | 59.44 | 57.98 | 73.45 | 58.09 | 59.70 | 90.41 | 75.30 | 75.42 | 68.69 | 69.00 | 58.02 | 68.07 | 59.13 | 73.86 | 76.36 | 75.65 | 57.07 | 57.75 | 75.16 | 57.87 | 58.13 | 68.57 |
| 22 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.23 | 87.93 | 58.70 | 58.54 | 58.94 | 57.92 | 74.10 | 89.63 | 58.52 | 57.40 | 69.93 | 74.69 | 75.16 | 74.95 | 57.74 | 72.79 | 68.83 | 73.42 | 74.81 | 75.39 | 57.87 | 61.34 | 76.18 | 58.29 | 57.80 | 59.91 |
| 65 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.76 | 59.93 | 60.39 | 58.73 | 59.06 | 73.99 | 68.26 | 58.44 | 69.55 | 58.83 | 75.47 | 59.00 | 67.99 | 69.47 | 58.04 | 75.34 | 58.89 | 72.77 | 76.30 | 91.06 | 58.13 | 56.70 | 75.29 | 57.97 | 58.69 | 58.06 |
| 63 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 71.81 | 59.25 | 63.19 | 58.23 | 59.25 | 57.14 | 83.18 | 57.52 | 51.91 | 86.58 | 87.50 | 89.32 | 75.80 | 57.16 | 57.55 | 75.72 | 49.66 | 57.31 | 88.68 | 56.48 | 57.44 | 58.41 | 56.88 | 56.40 | 57.32 | 57.18 |
| 56 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.22 | 57.50 | 58.12 | 58.46 | 58.59 | 76.37 | 58.98 | 58.78 | 57.82 | 87.52 | 67.37 | 57.26 | 83.45 | 57.48 | 58.12 | 82.84 | 57.66 | 80.70 | 76.33 | 88.83 | 67.35 | 57.13 | 56.37 | 56.85 | 57.85 | 57.28 |
| 38 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.86 | 58.38 | 58.51 | 58.35 | 60.32 | 57.58 | 74.77 | 65.30 | 86.29 | 57.82 | 57.58 | 56.79 | 75.15 | 84.31 | 57.43 | 88.58 | 66.37 | 75.57 | 76.51 | 90.76 | 56.47 | 56.13 | 56.57 | 56.81 | 55.77 | 57.47 |
| 66 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.96 | 59.25 | 85.90 | 58.23 | 59.02 | 76.79 | 74.72 | 57.48 | 86.52 | 53.53 | 57.61 | 57.37 | 56.31 | 57.30 | 57.43 | 77.16 | 57.05 | 75.73 | 90.20 | 88.62 | 55.86 | 57.45 | 56.68 | 56.35 | 56.38 | 56.92 |
| 68 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.92 | 58.90 | 52.31 | 58.14 | 59.44 | 56.52 | 74.92 | 56.86 | 83.52 | 57.10 | 76.33 | 57.26 | 76.48 | 56.08 | 57.17 | 87.62 | 57.51 | 64.14 | 76.60 | 88.25 | 57.47 | 56.68 | 55.82 | 55.82 | 56.78 | 56.93 |
| 67 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 55.02 | 58.19 | 64.99 | 58.76 | 50.63 | 50.42 | 87.66 | 57.54 | 64.27 | 58.82 | 89.28 | 56.88 | 75.24 | 89.48 | 58.00 | 86.01 | 57.07 | 63.92 | 90.98 | 56.76 | 57.78 | 56.50 | 57.30 | 57.26 | 56.63 | 57.18 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 54.09 | 58.26 | 74.93 | 57.56 | 75.44 | 76.39 | 75.61 | 57.36 | 75.87 | 58.99 | 77.70 | 76.90 | 76.17 | 57.64 | 58.00 | 87.76 | 56.59 | 90.85 | 56.76 | 56.56 | 71.18 | 56.60 | 75.74 | 56.26 | 56.45 | 56.30 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.60 | 81.92 | 58.26 | 58.33 | 76.09 | 86.18 | 57.66 | 81.27 | 58.02 | 76.14 | 57.50 | 76.52 | 57.84 | 57.56 | 76.71 | 58.35 | 75.57 | 75.92 | 56.53 | 57.95 | 57.24 | 57.01 | 57.74 | 87.20 | 56.68 |
| 44 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.82 | 58.51 | 75.03 | 58.45 | 74.41 | 57.71 | 74.15 | 58.10 | 87.40 | 57.39 | 91.32 | 57.31 | 75.82 | 82.72 | 57.73 | 68.77 | 56.98 | 84.57 | 76.84 | 56.44 | 57.04 | 57.08 | 57.44 | 56.51 | 57.63 | 56.93 |
| 46 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.98 | 58.79 | 65.05 | 59.11 | 74.40 | 50.26 | 76.00 | 64.33 | 58.61 | 59.09 | 76.16 | 90.39 | 86.00 | 58.01 | 57.96 | 82.49 | 56.98 | 86.52 | 56.71 | 56.76 | 57.89 | 71.72 | 57.07 | 57.43 | 57.84 | 57.00 |
| 61 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.01 | 58.54 | 50.55 | 69.49 | 59.12 | 50.44 | 75.19 | 57.80 | 74.80 | 58.51 | 50.25 | 57.75 | 75.16 | 87.81 | 57.64 | 75.39 | 87.55 | 87.07 | 76.32 | 56.38 | 56.76 | 56.98 | 56.92 | 56.93 | 56.62 | 70.58 |
| 69 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.96 | 59.04 | 74.98 | 59.39 | 65.85 | 49.17 | 82.61 | 57.87 | 83.10 | 58.55 | 90.88 | 57.44 | 57.13 | 57.84 | 58.37 | 76.14 | 75.66 | 74.38 | 77.05 | 57.50 | 57.12 | 57.93 | 57.93 | 56.91 | 67.03 | 60.49 |
| 54 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.86 | 57.77 | 58.57 | 58.16 | 59.39 | 57.23 | 74.83 | 62.22 | 88.99 | 62.71 | 75.67 | 56.75 | 75.38 | 57.38 | 59.44 | 86.77 | 56.92 | 62.66 | 56.50 | 90.31 | 57.48 | 56.54 | 75.39 | 56.19 | 57.73 | 56.37 |
| 45 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.76 | 57.71 | 57.82 | 60.73 | 58.48 | 76.63 | 73.21 | 56.75 | 51.41 | 88.69 | 76.96 | 56.95 | 76.59 | 89.25 | 56.28 | 77.09 | 57.01 | 89.39 | 75.92 | 55.99 | 56.81 | 57.55 | 56.45 | 56.44 | 56.76 | 56.31 |
| 70 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.48 | 58.38 | 75.26 | 59.12 | 74.51 | 76.15 | 87.18 | 57.66 | 89.33 | 50.27 | 57.20 | 56.88 | 87.78 | 58.25 | 57.70 | 88.17 | 58.24 | 62.23 | 57.03 | 56.40 | 56.19 | 70.14 | 56.31 | 49.17 | 57.31 | 56.93 |
| 59 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.75 | 60.23 | 73.98 | 59.25 | 59.58 | 76.24 | 49.17 | 58.77 | 59.34 | 59.28 | 76.26 | 57.50 | 75.34 | 58.27 | 75.15 | 88.18 | 57.69 | 91.72 | 76.00 | 57.29 | 58.15 | 58.11 | 57.28 | 57.39 | 57.76 | 58.50 |
Size of the test data: (71, 34)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 541 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -3.06 | -6.25 | -5.78 | -6.40 | -5.35 | 0.39 | 0.24 | -6.67 | -1.97 | -1.64 | 1.78 | 0.98 | -3.27 | -2.03 | -4.74 | -2.97 | -1.05 | -2.70 | 0.90 | -2.26 | -6.39 | -6.43 | 2.94 | -6.88 | -6.01 | -1.49 | 20 |
| 601 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.83 | -5.96 | -5.32 | -6.47 | -5.34 | 0.73 | 1.28 | -5.95 | -1.50 | -6.75 | 1.29 | 1.33 | -0.36 | -4.29 | -4.81 | -0.94 | 0.16 | -2.06 | -1.69 | -2.73 | -6.19 | -7.13 | -0.83 | -7.42 | 1.72 | -7.55 | 20 |
| 462 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.43 | -5.55 | -4.40 | -6.08 | -5.73 | -0.71 | -2.74 | -5.13 | -0.10 | -7.26 | 0.87 | -5.24 | -3.90 | -2.28 | -4.64 | 2.03 | -4.02 | 0.25 | 1.88 | 3.03 | -6.13 | -7.09 | 2.37 | -7.19 | -5.00 | -5.88 | 20 |
| 282 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -3.33 | -7.97 | -4.64 | -5.81 | -5.19 | -6.47 | 3.76 | -7.51 | -3.08 | -5.61 | 2.76 | -7.07 | 1.63 | 3.76 | -5.66 | 4.29 | -6.82 | -5.05 | 5.67 | -7.55 | -7.89 | -8.13 | -7.66 | -7.56 | -7.79 | -7.56 | 20 |
| 440 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.37 | -6.64 | -6.21 | -6.40 | -6.56 | 0.56 | -0.33 | -5.87 | -1.72 | -5.97 | 0.30 | 0.30 | -2.51 | -5.36 | -5.22 | -0.74 | -5.47 | 0.76 | 0.80 | 0.08 | -7.19 | -6.31 | 2.60 | -6.88 | -1.85 | -6.17 | 19 |
| 281 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.31 | -5.77 | -5.61 | -6.21 | -5.12 | -8.27 | -0.25 | -6.90 | 4.20 | -6.91 | 1.48 | -6.31 | 0.75 | -7.10 | -8.10 | 3.12 | -5.95 | -6.10 | 1.46 | 2.72 | -6.86 | -8.07 | -8.00 | -7.19 | -7.73 | -7.35 | 19 |
| 342 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.67 | -7.04 | -0.82 | -5.97 | -0.18 | -6.10 | 1.68 | -4.38 | -6.29 | -6.19 | 1.11 | 3.31 | 4.10 | -5.70 | -6.43 | 3.90 | -5.85 | 3.98 | -6.40 | -7.06 | -6.37 | -1.84 | -7.49 | -7.55 | -6.41 | -8.36 | 19 |
| 460 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.47 | -6.44 | -6.00 | -6.82 | -6.07 | -5.19 | -1.15 | -6.22 | -6.17 | 4.05 | 0.97 | 0.90 | -0.83 | -1.74 | -5.46 | -2.94 | -5.45 | 0.73 | 1.02 | 1.62 | -6.10 | -6.44 | 2.53 | -6.86 | -5.40 | -0.99 | 19 |
| 341 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.57 | -6.06 | 1.30 | -6.38 | -0.19 | -5.15 | -0.51 | -5.14 | 1.15 | -6.20 | 4.64 | -6.01 | 0.97 | 2.23 | -5.13 | -1.70 | -6.83 | 3.93 | 1.95 | -7.20 | -6.62 | -7.66 | -6.65 | -7.56 | -6.83 | -7.33 | 19 |
| 23 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -1.74 | -6.56 | -6.74 | -6.94 | -6.47 | 2.17 | -6.09 | -6.01 | -6.32 | 6.54 | -4.58 | -6.32 | 2.45 | -7.15 | -5.19 | 4.15 | -6.42 | 2.05 | 1.85 | 4.03 | -2.54 | -7.66 | -7.48 | -8.12 | -7.89 | -7.39 | 19 |
| 640 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.38 | -6.07 | -5.00 | -7.43 | -5.24 | 1.89 | 0.50 | -5.25 | -6.27 | -6.47 | 0.79 | 1.85 | -2.06 | 0.45 | -4.45 | -0.54 | -4.53 | 3.25 | 1.31 | -0.17 | -5.69 | -7.27 | -6.39 | -6.45 | -7.19 | -5.98 | 18 |
| 641 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.14 | -5.59 | -5.77 | -6.31 | -4.19 | -5.71 | -2.49 | -5.12 | -1.06 | -7.52 | 0.80 | -1.97 | 0.20 | -0.06 | -3.41 | -4.29 | -1.00 | 1.35 | 0.88 | 0.64 | -5.95 | -6.20 | 2.44 | -5.95 | -6.58 | 2.31 | 18 |
| 622 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.98 | -6.18 | -1.31 | -5.93 | -6.79 | 0.21 | 0.57 | -6.00 | -2.23 | -1.28 | -2.71 | 1.75 | 1.28 | -2.49 | -5.98 | -0.95 | -5.23 | -0.79 | 0.59 | 0.44 | -6.46 | -6.66 | 2.02 | -6.62 | 3.09 | -7.16 | 18 |
| 403 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.63 | -6.55 | 5.28 | -6.31 | -5.72 | 0.42 | -1.77 | -6.74 | -5.73 | -6.55 | 1.79 | -6.79 | -2.50 | 1.23 | -6.00 | -2.94 | -0.86 | 2.66 | 1.07 | 0.86 | -7.79 | -7.18 | 0.64 | -6.77 | -7.95 | -6.57 | 18 |
| 201 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.29 | -7.11 | -3.27 | -6.65 | -5.97 | -5.48 | 3.60 | -8.03 | -4.34 | 5.98 | 2.62 | 4.98 | 1.33 | -6.12 | -6.24 | 1.20 | -6.07 | -7.70 | 3.24 | -7.87 | -6.91 | -8.18 | -7.23 | -9.04 | -7.09 | -8.44 | 18 |
| 441 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.71 | -5.41 | -5.74 | -6.96 | -5.65 | 1.34 | 0.68 | -5.67 | -0.34 | -6.86 | 1.27 | -3.73 | 0.79 | -2.55 | -4.41 | -1.55 | -0.64 | 0.97 | -1.48 | 0.83 | -6.44 | -6.81 | 2.00 | -5.16 | 2.54 | -7.08 | 18 |
| 362 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.44 | -5.76 | -5.82 | -6.72 | -6.51 | -0.02 | -1.51 | 0.59 | 1.04 | -7.13 | -3.89 | -0.15 | 0.58 | 0.78 | -5.55 | -0.14 | 0.56 | -1.62 | 1.61 | -1.00 | -6.47 | -6.83 | 2.00 | -7.03 | -6.01 | -7.22 | 18 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.44 | -6.91 | -6.00 | -6.31 | -5.31 | -5.41 | 1.90 | -7.34 | 4.59 | -6.07 | 0.73 | -6.71 | 0.46 | -5.83 | -5.30 | 4.08 | -6.85 | -3.04 | -7.45 | 3.75 | -7.11 | -6.78 | 2.49 | -8.09 | -6.39 | -8.72 | 18 |
| 343 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.10 | -5.97 | -6.32 | -3.34 | -7.35 | -5.79 | 0.52 | -6.71 | -0.42 | -6.06 | -5.53 | -6.32 | 0.23 | 2.72 | -6.36 | 0.18 | 3.38 | 5.76 | 1.20 | -7.16 | -6.64 | -7.48 | -7.53 | -7.58 | -7.76 | -1.23 | 18 |
| 223 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.15 | -6.05 | 4.18 | -6.73 | -5.22 | 1.78 | 0.67 | -6.94 | 2.46 | -1.83 | -5.58 | -5.34 | -2.79 | -6.95 | -6.34 | 1.25 | -6.26 | 1.71 | 5.79 | 4.49 | -7.33 | -7.42 | -7.08 | -7.39 | -8.37 | -6.84 | 17 |
| 401 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.70 | -6.19 | -1.05 | -5.48 | -4.76 | 0.73 | -1.99 | -5.84 | -6.83 | -6.90 | 1.11 | 0.92 | 2.33 | -4.84 | -5.25 | 0.12 | -6.06 | -0.81 | 1.09 | 0.58 | 3.79 | -5.14 | 3.90 | -6.70 | -5.71 | -5.43 | 17 |
| 103 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -6.30 | 1.06 | -6.02 | -0.00 | 0.95 | 4.50 | -6.36 | 4.43 | -5.57 | -6.19 | -6.33 | 4.00 | -5.82 | -6.55 | 4.39 | -5.55 | -5.91 | -6.58 | -6.81 | -7.02 | -2.50 | -7.88 | 6.51 | -7.33 | -7.81 | 17 |
| 502 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.49 | -6.17 | -5.54 | -7.05 | -6.27 | 1.83 | 0.24 | -5.88 | -1.78 | -1.23 | -0.30 | 1.47 | 1.34 | 1.28 | -6.07 | -2.23 | -6.12 | 1.45 | 1.95 | -0.73 | -5.64 | -6.53 | 2.06 | -6.29 | 2.26 | -7.67 | 17 |
| 580 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.76 | -6.06 | -5.69 | -6.24 | -5.55 | 0.94 | 0.34 | 2.50 | -1.69 | -1.67 | 1.50 | 0.99 | 0.83 | 0.61 | -4.52 | -6.38 | -4.59 | -5.44 | 1.80 | -0.20 | -6.48 | -6.40 | 2.77 | -2.33 | -6.71 | -6.57 | 17 |
| 680 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.47 | -5.80 | 0.09 | -1.97 | -5.93 | 0.60 | 1.75 | -4.93 | -6.09 | -5.96 | 1.05 | -1.95 | -0.05 | 0.71 | -5.00 | 0.31 | -6.03 | -2.56 | 1.61 | 0.59 | -5.20 | -5.11 | 2.81 | -6.36 | -1.28 | -6.94 | 17 |
| 642 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.33 | -5.73 | 4.80 | -5.48 | -6.07 | 0.19 | -0.70 | -4.93 | -4.76 | -4.91 | 1.70 | 0.37 | 0.07 | -0.36 | -4.37 | -1.53 | -6.27 | 0.62 | 1.31 | -0.69 | -5.87 | -6.94 | 5.04 | -5.15 | -0.79 | -6.17 | 17 |
| 402 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | -7.54 | -6.22 | -6.86 | -6.25 | 1.33 | 0.22 | 0.38 | -6.67 | -5.87 | 1.28 | -0.11 | 1.23 | 1.69 | -5.44 | -2.08 | -4.98 | -0.85 | 1.56 | 0.15 | -6.71 | -4.70 | 3.00 | -5.70 | -6.87 | -6.39 | 17 |
| 421 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.90 | -4.36 | -3.81 | -5.62 | -4.82 | 0.37 | 0.93 | -4.75 | -3.53 | -6.95 | -1.79 | 1.78 | 0.71 | 0.55 | -3.48 | -3.21 | -4.60 | 0.54 | -0.01 | 0.77 | -6.41 | -6.54 | -1.61 | -6.79 | -6.38 | 2.50 | 17 |
| 562 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.63 | -5.55 | -5.58 | -6.62 | -6.06 | -0.36 | 0.20 | -5.15 | -6.34 | -6.25 | 0.73 | 1.16 | -3.46 | -1.95 | -5.28 | 1.81 | -5.26 | 0.65 | 0.63 | 0.95 | 2.53 | -6.87 | 1.76 | -7.17 | -7.15 | -6.22 | 17 |
| 661 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -1.25 | -5.18 | -5.46 | -6.76 | -6.08 | 0.62 | 0.72 | -2.35 | -1.36 | -6.45 | 0.70 | 0.41 | -1.84 | 1.28 | -5.55 | -2.92 | -5.80 | 4.17 | 1.30 | -1.45 | 1.63 | -6.50 | 1.52 | -6.58 | -6.12 | -7.56 | 17 |
| 361 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | -7.32 | -5.67 | -6.27 | -6.62 | -1.57 | -0.85 | -1.99 | 0.94 | -6.59 | 1.18 | 1.35 | -2.78 | 1.39 | -5.49 | -1.57 | 0.39 | 0.86 | 0.74 | 1.08 | -6.30 | -7.07 | -0.76 | -7.22 | -1.96 | -7.02 | 17 |
| 480 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.68 | -6.65 | -5.19 | -6.64 | -4.86 | -5.26 | 0.29 | 1.49 | -6.88 | -6.90 | -2.96 | 0.86 | 0.25 | 0.43 | -5.06 | -3.43 | -0.31 | -2.83 | -2.80 | 0.95 | 2.54 | -5.18 | 2.03 | -4.65 | 2.59 | -5.41 | 17 |
| 221 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.89 | -5.85 | -6.58 | -6.46 | -5.83 | -5.31 | 0.12 | -7.24 | 3.57 | -6.50 | -4.83 | -5.78 | 1.48 | 3.28 | -6.36 | 2.89 | -3.68 | 1.91 | 1.62 | 4.43 | -7.38 | -7.88 | -7.79 | -7.32 | -8.38 | -6.90 | 17 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.70 | -6.19 | 1.86 | -6.08 | -5.28 | 6.51 | 3.41 | -6.38 | 3.28 | -6.11 | 4.43 | -6.05 | -2.84 | -5.48 | -8.14 | 1.23 | 1.29 | 0.31 | 1.35 | -6.34 | -6.77 | -7.70 | -6.19 | -7.35 | -2.22 | -7.67 | 16 |
| 340 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.13 | -6.01 | 3.59 | -6.93 | -7.60 | 0.71 | 3.30 | -6.52 | 2.63 | -6.97 | 1.00 | -6.07 | 2.37 | -6.50 | -6.93 | 2.24 | -5.19 | 1.46 | 0.79 | -6.98 | -5.84 | -5.86 | -7.16 | -7.99 | 4.23 | -7.36 | 16 |
| 100 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.15 | -7.08 | -5.27 | -8.21 | -5.67 | 0.57 | 1.37 | -6.97 | -4.32 | 4.49 | 2.05 | -6.38 | 1.94 | 3.00 | -6.25 | 2.17 | -6.34 | 3.22 | 0.54 | -6.67 | -7.99 | -7.32 | -7.81 | -7.62 | -6.49 | -8.32 | 16 |
| 501 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.75 | -5.41 | -1.01 | -7.09 | -5.83 | 1.36 | -0.24 | -5.56 | -7.11 | -5.64 | 1.22 | 1.53 | 1.59 | 1.78 | -6.15 | 2.29 | 0.12 | -0.21 | -2.08 | 0.80 | -6.07 | -5.94 | 2.11 | -6.38 | 1.87 | -8.22 | 16 |
| 160 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | -6.52 | 0.79 | -5.96 | -5.68 | 1.34 | 6.51 | -6.26 | -5.60 | -6.83 | 1.62 | -6.57 | 0.63 | -6.01 | 1.12 | 2.53 | -6.06 | 5.37 | 1.06 | -6.77 | -6.16 | -7.80 | -8.43 | -7.94 | -7.64 | -7.60 | 16 |
| 663 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.23 | -5.83 | 2.08 | -6.85 | -6.34 | 1.17 | 0.96 | -5.66 | -5.77 | -5.85 | 2.01 | 0.28 | -2.79 | -5.09 | -5.37 | -2.51 | 0.55 | 1.03 | -2.54 | 2.14 | 1.95 | -2.21 | 2.79 | -5.78 | -7.30 | -6.45 | 16 |
| 442 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.64 | -5.63 | -6.41 | -6.98 | -5.60 | 0.70 | 0.03 | -6.72 | 4.24 | -6.31 | 1.77 | -6.11 | -3.83 | 3.98 | -5.14 | 2.77 | -6.14 | -1.26 | 0.88 | 1.31 | -7.98 | -7.17 | 2.90 | -7.02 | -2.24 | -7.15 | 16 |
| 542 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.13 | -6.78 | -1.75 | -6.71 | -6.05 | 0.69 | -1.06 | 2.20 | -3.88 | -6.17 | 1.16 | 1.34 | -0.17 | 1.04 | -5.41 | -1.52 | -0.40 | -1.50 | 1.94 | 1.14 | -5.49 | -6.72 | 3.21 | -7.12 | 2.29 | -7.09 | 16 |
| 682 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.41 | -1.78 | -5.64 | -5.62 | -5.86 | 1.87 | 1.08 | -7.14 | -6.21 | -5.96 | 0.74 | 1.07 | -0.95 | 0.81 | -5.75 | 0.60 | -6.30 | 1.18 | 1.78 | -0.03 | -5.85 | -5.13 | 1.07 | -6.99 | -6.86 | 2.40 | 16 |
| 481 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.29 | -5.54 | 1.49 | -6.35 | -6.66 | -0.39 | 2.12 | -6.64 | -1.57 | -6.96 | 2.23 | 1.23 | 1.21 | 0.10 | -5.37 | -4.00 | 0.91 | -1.26 | 1.39 | -0.05 | -6.16 | -6.55 | 3.50 | -7.61 | -6.80 | -7.70 | 16 |
| 621 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.58 | -6.25 | -6.66 | -5.68 | -6.25 | 0.55 | 1.08 | -4.51 | -6.68 | -5.44 | 1.53 | 0.37 | 0.61 | 0.43 | -5.76 | -3.48 | -6.07 | -2.71 | -0.86 | 1.86 | -5.75 | -6.43 | 1.92 | -6.75 | 3.33 | -7.90 | 16 |
| 561 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.51 | -5.57 | -0.10 | -6.22 | -1.72 | 0.74 | 0.21 | -5.09 | -5.18 | -6.59 | 0.97 | -2.94 | -1.56 | -1.23 | -4.54 | -3.77 | -1.66 | 0.71 | 0.47 | 1.41 | -5.59 | -7.09 | 2.20 | -4.70 | 2.61 | 2.01 | 16 |
| 483 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.17 | -1.47 | -5.19 | -6.31 | -5.82 | -0.83 | 0.45 | -5.54 | -5.70 | -6.47 | 0.80 | 1.30 | 1.83 | -1.18 | -5.54 | 0.58 | -5.47 | 1.08 | 0.43 | 1.12 | -6.76 | -6.97 | 1.63 | -5.51 | 2.20 | 1.87 | 15 |
| 283 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.71 | -6.86 | 1.05 | -5.40 | 0.84 | 0.65 | 0.85 | -6.81 | 1.48 | -8.11 | 2.10 | 1.77 | 1.70 | -4.92 | -4.79 | 2.71 | -6.48 | 3.38 | -6.56 | -6.99 | -1.69 | -7.19 | 4.43 | -7.64 | -6.74 | -8.14 | 15 |
| 363 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.37 | -5.86 | 3.56 | -6.20 | -6.07 | 0.08 | 0.80 | -5.50 | -1.45 | -1.92 | 2.02 | 1.73 | -0.13 | -1.57 | -5.04 | 1.33 | -5.20 | -0.15 | 1.29 | 1.39 | -7.57 | -5.67 | 2.31 | -1.50 | 3.50 | -7.05 | 15 |
| 420 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -5.89 | -5.97 | -6.15 | -5.60 | -0.33 | 1.29 | -5.27 | 1.07 | -1.49 | 0.80 | 0.12 | 0.36 | -2.26 | -5.17 | 1.88 | -5.73 | -1.60 | 0.94 | 1.37 | 1.54 | -5.93 | -1.06 | -8.16 | 1.76 | -7.47 | 15 |
| 422 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.82 | -2.07 | -6.05 | -5.99 | -6.51 | 4.14 | 3.05 | -5.70 | 3.05 | -6.67 | 1.79 | 1.61 | 3.83 | 1.45 | -4.43 | -2.98 | -6.36 | 1.30 | 0.96 | 0.25 | -6.61 | -7.07 | 2.15 | -6.47 | -3.64 | -6.82 | 15 |
| 500 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.88 | -6.45 | -4.73 | -5.43 | -5.45 | -0.37 | 2.30 | -2.16 | -1.80 | -5.96 | 0.33 | 0.92 | 0.48 | 0.48 | -4.50 | 0.10 | -6.03 | -2.56 | 0.03 | 1.15 | 0.92 | -5.91 | 3.27 | -7.59 | -5.45 | 2.31 | 15 |
| 461 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.28 | 1.32 | -5.33 | -5.98 | -5.80 | -5.85 | 0.23 | 2.59 | -6.34 | -6.33 | -0.36 | 0.07 | 2.49 | 1.79 | -5.64 | -0.41 | -1.30 | 0.10 | 0.68 | 1.29 | -5.89 | -3.02 | 3.03 | -6.08 | -6.94 | -4.90 | 15 |
| 540 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.74 | -6.81 | -6.19 | -5.82 | -6.34 | 0.74 | 1.31 | -6.37 | -6.26 | -6.64 | 0.79 | -2.27 | -2.77 | 0.77 | -5.00 | 0.04 | -6.01 | -2.13 | 2.33 | 0.18 | -6.80 | -6.52 | 2.90 | -5.88 | 1.90 | 1.22 | 15 |
| 660 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.21 | 4.47 | -5.45 | -7.25 | -5.53 | 1.01 | 0.90 | -5.73 | -2.64 | -5.29 | 2.21 | 1.24 | -3.04 | -1.63 | -5.24 | 0.76 | 0.69 | -1.92 | 1.59 | 1.04 | 2.57 | -2.40 | -0.10 | -7.21 | -7.43 | 2.03 | 15 |
| 623 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.23 | -6.15 | 4.03 | -6.73 | -1.09 | -0.63 | -0.29 | 2.49 | -5.60 | -7.45 | 6.14 | 0.55 | 0.68 | 1.28 | -5.64 | 1.19 | -1.90 | -0.66 | 1.24 | 1.85 | 0.20 | -5.97 | 2.78 | -6.98 | -6.30 | -6.93 | 15 |
| 582 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | -5.93 | -5.10 | -6.61 | -5.98 | 0.77 | 0.76 | -6.23 | -7.15 | -6.36 | 0.57 | -0.75 | 1.03 | 1.86 | -6.00 | 0.83 | -1.51 | 1.80 | 1.13 | 1.58 | -6.76 | -6.17 | 3.84 | 1.48 | -6.27 | -7.31 | 15 |
| 581 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.82 | -6.14 | -5.07 | -5.75 | -5.78 | 0.50 | -0.49 | -5.54 | 1.31 | -6.68 | 0.62 | -5.13 | 1.20 | -5.58 | -4.50 | 0.28 | -4.52 | 0.93 | 0.15 | 0.66 | -6.42 | -5.92 | 2.17 | -7.20 | 1.95 | -1.69 | 15 |
| 380 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.56 | -6.46 | -5.40 | -6.15 | -6.14 | -3.86 | 1.00 | -4.68 | -6.62 | -7.19 | 0.79 | 0.43 | -3.95 | -4.80 | -5.61 | 0.55 | 0.45 | 0.82 | 0.95 | -3.17 | 3.46 | -6.19 | 1.73 | -5.76 | 2.08 | -8.33 | 15 |
| 543 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.73 | -6.30 | -1.79 | -6.14 | -5.69 | -1.31 | -0.14 | -4.77 | -5.88 | -5.14 | -1.50 | 2.07 | 1.55 | 0.78 | -5.92 | 2.26 | -0.63 | 1.10 | 0.38 | 0.36 | -8.74 | 3.54 | 1.31 | -7.09 | 1.23 | 2.41 | 15 |
| 603 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.82 | -5.78 | -5.96 | -6.59 | -6.32 | 2.38 | -2.26 | -5.90 | 0.15 | -7.47 | 1.81 | -1.49 | -0.87 | 0.23 | -4.95 | 0.19 | -5.44 | 0.78 | 2.57 | 1.72 | -1.84 | -7.00 | 1.97 | -6.61 | -5.85 | 2.23 | 15 |
| 602 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.85 | -5.78 | -1.06 | -6.44 | -6.18 | 0.30 | 0.39 | -5.65 | -6.01 | -7.63 | 0.31 | 1.41 | 0.70 | 0.52 | -5.66 | 1.91 | 2.17 | -3.65 | -1.49 | 0.90 | -8.47 | -6.95 | 2.10 | -7.32 | 1.25 | -7.21 | 14 |
| 423 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.97 | -5.58 | -6.78 | -5.50 | -5.24 | 0.81 | 0.60 | 2.21 | 1.10 | -6.29 | 2.26 | 1.68 | -2.33 | -2.78 | -4.50 | -0.80 | 0.78 | -2.49 | 2.07 | 0.63 | -7.10 | -6.29 | 2.37 | -5.87 | 3.03 | -7.23 | 14 |
| 360 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.58 | -6.42 | -5.09 | -6.04 | -6.76 | 1.36 | 0.01 | -2.30 | -5.48 | -6.19 | 1.85 | 1.75 | 1.04 | 0.99 | -4.42 | -2.32 | -2.01 | -0.39 | 0.71 | 0.31 | -6.96 | -7.01 | 2.16 | 1.84 | 2.42 | -7.72 | 14 |
| 443 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.43 | -6.18 | 0.49 | -6.74 | -6.00 | -0.00 | -0.42 | 2.02 | -6.47 | -5.91 | 1.81 | 1.62 | -3.65 | 2.72 | -4.97 | 0.87 | -2.01 | 1.53 | 0.57 | 0.92 | 2.34 | -6.03 | 2.06 | -7.53 | -2.71 | 2.41 | 13 |
| 662 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.62 | -6.66 | -0.51 | -5.86 | -5.01 | 0.99 | 0.72 | -4.55 | -4.27 | -6.23 | 2.04 | 1.14 | -2.35 | 0.86 | -4.57 | -0.25 | -0.01 | 0.58 | 0.85 | 0.66 | -6.19 | -6.46 | 1.87 | 2.82 | 2.39 | 1.26 | 13 |
| 563 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.07 | -6.92 | -6.58 | -6.39 | -5.50 | 0.68 | 0.26 | -5.48 | 0.60 | -5.90 | 1.25 | 0.35 | -3.20 | 1.01 | -5.69 | -3.93 | 0.50 | 0.89 | 0.74 | 0.90 | -5.63 | -6.46 | 2.36 | -6.12 | -4.65 | 0.81 | 13 |
| 681 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.26 | -5.20 | -5.18 | -6.68 | -5.13 | -0.71 | 0.85 | -6.24 | 1.21 | -4.25 | 1.06 | 0.63 | 1.91 | 1.02 | -5.52 | 0.18 | 0.73 | 0.62 | 0.83 | 0.54 | -6.42 | -6.50 | 3.08 | -6.48 | 2.63 | -1.97 | 13 |
| 503 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.84 | -6.60 | 0.86 | -6.21 | -5.23 | 2.68 | -0.60 | -5.86 | -6.89 | -2.73 | 0.80 | 0.98 | 0.05 | 2.22 | -4.30 | 0.80 | -5.67 | 1.03 | 1.04 | 1.02 | -7.06 | -6.38 | 3.61 | 2.28 | -6.68 | -6.79 | 13 |
| 381 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.78 | -5.88 | -1.34 | -6.19 | -6.08 | 0.33 | 0.18 | -5.42 | -6.44 | 1.73 | -0.34 | 1.22 | 0.68 | 1.24 | -4.55 | 0.89 | -5.50 | 0.94 | 0.74 | 1.67 | 1.39 | -6.51 | 2.34 | -7.33 | 2.51 | -1.68 | 13 |
| 600 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | -5.24 | -6.43 | -5.47 | -5.89 | 0.16 | 3.78 | -5.72 | -6.06 | -5.82 | 0.57 | 1.96 | 0.24 | 0.80 | -4.98 | -1.11 | 0.76 | 0.88 | 0.54 | 0.97 | -6.44 | -6.62 | 2.43 | 2.49 | 2.61 | -7.09 | 12 |
| 482 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -6.12 | 3.45 | -6.84 | -6.09 | 0.69 | 3.50 | -6.58 | 1.59 | -6.80 | 1.47 | 0.38 | 1.65 | -5.55 | -4.49 | 0.82 | 0.64 | 1.56 | 0.95 | 2.01 | -6.63 | -7.03 | 2.43 | -7.45 | -8.06 | -8.12 | 12 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 75.624507 | 5.703662 |
| mAP_valid_abs_values_7 | 74.990423 | 6.199911 |
| mAP_valid_abs_values_11 | 74.701690 | 5.569680 |
| mAP_valid_abs_values_13 | 74.609859 | 5.777028 |
| mAP_valid_abs_values_19 | 74.014085 | 3.541885 |
| mAP_valid_abs_values_18 | 73.907183 | 4.935307 |
| mAP_valid_abs_values_20 | 73.636479 | 5.674818 |
| mAP_valid_abs_values_6 | 72.796761 | 7.295900 |
| mAP_valid_abs_values_12 | 71.844648 | 5.172016 |
| mAP_valid_abs_values_14 | 71.547746 | 6.042366 |
| mAP_valid_abs_values_23 | 71.076338 | 3.972736 |
| mAP_valid_abs_values_9 | 70.199296 | 7.383349 |
| mAP_valid_abs_values | 69.794507 | 5.598650 |
| mAP_valid_abs_values_3 | 68.341549 | 7.105455 |
| mAP_valid_abs_values_25 | 68.045915 | 5.639856 |
| mAP_valid_abs_values_17 | 67.792817 | 5.346892 |
| mAP_valid_abs_values_8 | 67.551972 | 7.633763 |
| mAP_valid_abs_values_26 | 66.744930 | 3.723547 |
| mAP_valid_abs_values_10 | 66.451831 | 5.529089 |
| mAP_valid_abs_values_2 | 65.853944 | 4.595918 |
| mAP_valid_abs_values_21 | 65.531408 | 5.711575 |
| mAP_valid_abs_values_5 | 65.360986 | 2.816002 |
| mAP_valid_abs_values_4 | 64.928310 | 1.435519 |
| mAP_valid_abs_values_24 | 64.906338 | 3.744198 |
| mAP_valid_abs_values_22 | 64.898169 | 3.276207 |
| mAP_valid_abs_values_15 | 63.807887 | 1.416292 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_7 | 75.583803 | 6.947502 |
| mAP_test_abs_values_16 | 75.562394 | 7.400759 |
| mAP_test_abs_values_11 | 75.360986 | 7.385620 |
| mAP_test_abs_values_19 | 74.560563 | 5.644686 |
| mAP_test_abs_values_13 | 74.553521 | 7.157026 |
| mAP_test_abs_values_18 | 73.910704 | 7.144941 |
| mAP_test_abs_values_20 | 73.288028 | 8.594499 |
| mAP_test_abs_values_6 | 72.380563 | 9.188958 |
| mAP_test_abs_values_23 | 71.242817 | 7.903738 |
| mAP_test_abs_values_12 | 70.937183 | 8.279000 |
| mAP_test_abs_values_14 | 70.510423 | 8.905256 |
| mAP_test_abs_values | 67.773803 | 8.960143 |
| mAP_test_abs_values_9 | 67.568873 | 10.702296 |
| average_map | 66.901988 | 1.346355 |
| mAP_test_abs_values_3 | 65.276479 | 10.466402 |
| mAP_test_abs_values_25 | 64.902113 | 9.598245 |
| mAP_test_abs_values_17 | 64.491268 | 8.219003 |
| mAP_test_abs_values_8 | 62.819859 | 10.229975 |
| mAP_test_abs_values_26 | 61.737324 | 7.387494 |
| mAP_test_abs_values_10 | 61.367183 | 8.294788 |
| mAP_test_abs_values_21 | 60.589859 | 8.865566 |
| mAP_test_abs_values_2 | 60.134366 | 6.246953 |
| mAP_test_abs_values_5 | 59.978169 | 4.242234 |
| mAP_test_abs_values_24 | 59.002676 | 5.200085 |
| mAP_test_abs_values_4 | 58.686338 | 1.950619 |
| mAP_test_abs_values_22 | 58.680141 | 4.808960 |
| mAP_test_abs_values_15 | 58.552254 | 2.172237 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 540 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.13 | 64.00 | 63.99 | 63.71 | 64.38 | 74.63 | 74.16 | 64.03 | 64.67 | 64.79 | 74.63 | 71.30 | 70.62 | 73.53 | 64.76 | 87.40 | 63.62 | 70.39 | 73.97 | 74.26 | 63.99 | 62.60 | 72.91 | 63.80 | 73.67 | 73.93 |
| 541 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 70.05 | 64.20 | 63.75 | 64.39 | 63.80 | 74.88 | 73.66 | 64.49 | 70.66 | 70.21 | 74.11 | 74.49 | 72.12 | 70.79 | 63.93 | 71.72 | 70.07 | 71.20 | 74.34 | 71.38 | 62.54 | 62.54 | 73.45 | 63.82 | 63.56 | 70.27 |
| 542 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.31 | 63.94 | 69.19 | 63.68 | 63.63 | 74.36 | 69.94 | 88.04 | 70.62 | 64.18 | 74.23 | 74.27 | 89.55 | 73.49 | 63.37 | 69.16 | 74.07 | 70.25 | 74.12 | 74.04 | 61.95 | 63.14 | 72.78 | 63.70 | 74.12 | 63.59 |
| 543 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.71 | 65.03 | 69.50 | 65.06 | 65.01 | 70.62 | 74.27 | 64.30 | 63.79 | 64.59 | 71.68 | 73.05 | 74.19 | 74.00 | 64.32 | 88.39 | 74.62 | 72.73 | 74.75 | 74.23 | 55.47 | 86.52 | 73.05 | 64.60 | 72.92 | 73.53 |
| 600 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 64.59 | 63.58 | 63.02 | 63.67 | 74.78 | 87.54 | 63.55 | 64.56 | 63.67 | 74.02 | 73.77 | 73.87 | 74.17 | 62.36 | 74.89 | 74.09 | 73.96 | 74.82 | 74.79 | 63.47 | 63.13 | 73.16 | 73.56 | 73.17 | 64.01 |
| 601 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 64.47 | 64.90 | 64.33 | 64.64 | 64.15 | 75.69 | 74.08 | 64.85 | 70.99 | 65.37 | 74.36 | 73.58 | 73.97 | 62.87 | 62.78 | 74.10 | 74.34 | 72.48 | 70.72 | 72.59 | 63.57 | 64.58 | 70.20 | 65.73 | 73.55 | 64.32 |
| 602 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.13 | 64.24 | 69.94 | 63.94 | 65.04 | 74.77 | 73.64 | 64.14 | 64.22 | 65.68 | 74.33 | 74.24 | 73.88 | 74.10 | 63.69 | 73.12 | 73.34 | 72.02 | 70.89 | 75.33 | 54.78 | 63.84 | 72.22 | 64.42 | 73.83 | 64.19 |
| 603 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.02 | 63.04 | 63.20 | 63.58 | 63.35 | 87.92 | 70.76 | 63.40 | 69.79 | 63.79 | 74.65 | 71.07 | 69.59 | 74.54 | 62.60 | 73.48 | 62.39 | 73.58 | 73.93 | 74.56 | 69.96 | 63.79 | 73.20 | 63.29 | 55.77 | 73.79 |
| 660 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 64.55 | 86.63 | 63.56 | 64.83 | 63.51 | 74.53 | 73.81 | 64.57 | 70.68 | 63.57 | 74.33 | 75.57 | 71.54 | 70.33 | 62.76 | 73.91 | 73.94 | 71.05 | 74.30 | 74.64 | 73.44 | 70.49 | 69.88 | 63.76 | 63.14 | 74.46 |
| 661 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 68.55 | 65.47 | 64.44 | 64.98 | 64.84 | 74.63 | 74.08 | 70.30 | 70.13 | 64.65 | 74.14 | 74.27 | 70.16 | 73.01 | 64.05 | 71.76 | 63.59 | 89.38 | 73.83 | 71.38 | 73.92 | 63.39 | 72.96 | 63.73 | 64.21 | 64.20 |
| 662 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.71 | 65.14 | 69.01 | 64.54 | 65.01 | 75.04 | 74.71 | 64.94 | 64.61 | 65.55 | 73.84 | 74.52 | 70.86 | 73.73 | 64.54 | 74.75 | 74.02 | 73.34 | 74.87 | 74.27 | 63.94 | 63.69 | 73.53 | 73.39 | 73.16 | 73.33 |
| 663 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 64.73 | 65.45 | 88.57 | 64.44 | 64.38 | 74.68 | 74.09 | 63.91 | 63.96 | 64.11 | 74.11 | 75.04 | 71.77 | 63.43 | 63.56 | 71.30 | 74.73 | 73.30 | 72.67 | 73.51 | 74.16 | 70.56 | 72.64 | 63.85 | 64.31 | 64.12 |
| 360 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.97 | 64.68 | 64.23 | 64.70 | 64.76 | 74.21 | 74.87 | 70.89 | 63.62 | 64.99 | 88.53 | 73.75 | 73.84 | 87.43 | 64.79 | 71.17 | 70.69 | 74.09 | 74.46 | 74.56 | 63.51 | 63.84 | 73.58 | 74.05 | 73.85 | 64.40 |
| 361 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.31 | 65.29 | 63.83 | 64.67 | 64.59 | 70.45 | 69.73 | 69.92 | 75.31 | 64.62 | 74.59 | 74.70 | 71.48 | 73.37 | 63.74 | 70.89 | 74.14 | 74.91 | 74.86 | 73.99 | 62.84 | 63.62 | 69.80 | 64.16 | 69.98 | 63.89 |
| 362 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.38 | 64.97 | 65.16 | 65.09 | 64.53 | 74.68 | 70.96 | 73.60 | 72.91 | 64.85 | 71.53 | 75.75 | 73.67 | 73.55 | 63.97 | 74.20 | 74.37 | 70.66 | 74.02 | 71.02 | 64.79 | 64.27 | 73.14 | 65.56 | 64.30 | 64.76 |
| 363 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.06 | 63.79 | 84.54 | 63.53 | 63.79 | 76.13 | 74.85 | 63.90 | 70.70 | 70.18 | 74.09 | 73.99 | 74.59 | 70.47 | 63.24 | 73.49 | 63.42 | 73.73 | 74.36 | 73.78 | 64.01 | 62.74 | 73.67 | 70.64 | 73.16 | 63.82 |
| 420 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.29 | 64.49 | 63.68 | 63.94 | 64.42 | 74.90 | 73.54 | 64.23 | 73.31 | 70.90 | 74.33 | 74.66 | 73.71 | 70.74 | 63.09 | 89.19 | 63.53 | 70.83 | 74.83 | 74.46 | 73.65 | 62.94 | 70.46 | 64.83 | 74.41 | 64.41 |
| 421 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.67 | 65.33 | 64.65 | 66.86 | 65.02 | 74.23 | 73.83 | 65.20 | 81.28 | 66.34 | 70.66 | 74.74 | 73.03 | 73.38 | 63.89 | 71.96 | 63.69 | 72.81 | 74.83 | 74.24 | 63.19 | 64.99 | 70.44 | 65.51 | 63.65 | 73.14 |
| 422 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 64.24 | 70.05 | 63.46 | 63.05 | 64.11 | 87.05 | 87.23 | 63.37 | 87.50 | 64.14 | 74.09 | 74.39 | 86.28 | 73.29 | 63.14 | 71.00 | 63.47 | 73.52 | 74.47 | 74.50 | 63.40 | 63.80 | 73.46 | 63.67 | 55.40 | 63.55 |
| 423 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 68.86 | 63.55 | 64.50 | 64.11 | 65.93 | 75.13 | 73.69 | 88.31 | 73.50 | 64.57 | 73.89 | 74.27 | 71.74 | 71.52 | 64.54 | 89.73 | 73.58 | 70.85 | 75.05 | 73.99 | 63.39 | 64.14 | 72.99 | 64.85 | 72.64 | 65.11 |
| 480 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 68.44 | 65.46 | 64.78 | 65.58 | 64.90 | 65.23 | 73.80 | 87.94 | 65.87 | 66.12 | 72.11 | 74.66 | 73.66 | 74.04 | 63.93 | 71.65 | 74.12 | 71.61 | 70.74 | 74.08 | 72.09 | 66.20 | 72.87 | 66.15 | 73.35 | 65.21 |
| 481 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.58 | 64.63 | 73.93 | 65.42 | 64.79 | 75.15 | 88.09 | 64.24 | 71.06 | 65.76 | 88.86 | 74.82 | 73.70 | 73.97 | 64.12 | 71.52 | 74.28 | 71.25 | 74.78 | 75.57 | 63.83 | 64.23 | 72.41 | 65.00 | 63.81 | 64.81 |
| 482 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.34 | 63.74 | 86.13 | 63.57 | 64.17 | 74.90 | 87.36 | 64.24 | 73.33 | 63.82 | 74.59 | 75.03 | 87.61 | 62.44 | 63.77 | 73.92 | 73.82 | 73.50 | 73.40 | 73.29 | 63.71 | 63.91 | 73.12 | 64.31 | 64.28 | 64.42 |
| 483 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.81 | 87.43 | 64.82 | 64.53 | 64.84 | 75.52 | 73.66 | 65.52 | 64.83 | 65.65 | 74.37 | 73.78 | 73.60 | 69.60 | 64.28 | 73.12 | 63.84 | 72.87 | 74.14 | 73.74 | 63.96 | 64.54 | 73.59 | 64.12 | 73.14 | 74.13 |
| 560 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 64.95 | 64.73 | 64.68 | 69.72 | 64.53 | 74.94 | 73.55 | 64.04 | 72.36 | 63.84 | 74.11 | 74.48 | 73.90 | 63.71 | 63.55 | 73.35 | 64.27 | 73.35 | 75.07 | 74.25 | 64.18 | 63.99 | 72.88 | 64.24 | 64.09 | 64.78 |
| 561 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 65.29 | 69.04 | 65.79 | 69.83 | 74.52 | 74.12 | 65.24 | 65.26 | 65.33 | 73.86 | 71.06 | 70.18 | 69.85 | 63.28 | 70.86 | 70.95 | 72.94 | 74.82 | 73.70 | 63.79 | 65.74 | 72.40 | 63.93 | 89.04 | 73.16 |
| 562 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 64.83 | 65.22 | 64.04 | 64.81 | 64.76 | 74.84 | 74.10 | 63.72 | 64.53 | 65.49 | 74.61 | 74.50 | 71.73 | 71.08 | 63.63 | 72.82 | 63.70 | 73.88 | 73.81 | 74.02 | 72.22 | 64.15 | 74.13 | 64.47 | 64.53 | 64.20 |
| 563 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 69.85 | 65.42 | 64.40 | 65.37 | 65.08 | 74.65 | 73.90 | 63.51 | 73.91 | 64.10 | 89.14 | 74.63 | 71.70 | 73.30 | 63.12 | 72.11 | 74.39 | 73.27 | 75.29 | 73.85 | 62.57 | 64.41 | 73.12 | 64.11 | 64.52 | 73.86 |
| 620 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 65.42 | 64.18 | 63.24 | 64.19 | 64.27 | 73.94 | 74.17 | 64.43 | 64.14 | 63.76 | 74.12 | 73.58 | 73.69 | 73.50 | 63.07 | 71.30 | 64.10 | 72.71 | 74.60 | 73.75 | 64.26 | 63.79 | 72.91 | 64.27 | 64.53 | 63.92 |
| 621 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.96 | 64.03 | 64.65 | 64.36 | 64.76 | 74.81 | 74.04 | 63.49 | 65.17 | 63.99 | 74.34 | 74.58 | 74.34 | 73.48 | 63.53 | 72.64 | 63.32 | 70.98 | 74.21 | 73.53 | 62.83 | 62.88 | 73.38 | 64.47 | 72.68 | 64.98 |
| 622 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.43 | 64.45 | 69.73 | 65.14 | 64.76 | 74.78 | 74.51 | 63.59 | 71.03 | 71.08 | 72.22 | 74.04 | 72.90 | 70.69 | 63.26 | 88.27 | 64.17 | 74.58 | 74.08 | 75.08 | 63.49 | 65.15 | 73.84 | 64.03 | 72.91 | 64.51 |
| 623 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 64.41 | 64.57 | 87.95 | 63.79 | 70.00 | 75.04 | 74.13 | 87.82 | 63.78 | 64.93 | 87.04 | 73.60 | 73.31 | 73.31 | 62.53 | 73.97 | 70.84 | 73.83 | 74.26 | 87.60 | 70.00 | 63.47 | 72.33 | 63.49 | 63.49 | 64.06 |
| 680 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.43 | 64.27 | 68.92 | 70.44 | 64.78 | 76.05 | 89.41 | 64.00 | 64.36 | 64.73 | 74.37 | 71.45 | 74.22 | 73.00 | 63.87 | 75.19 | 64.55 | 70.93 | 74.23 | 73.99 | 63.44 | 64.45 | 72.91 | 64.24 | 70.45 | 63.92 |
| 681 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.60 | 63.95 | 63.84 | 65.02 | 64.40 | 74.76 | 75.81 | 64.13 | 73.72 | 62.42 | 73.62 | 74.52 | 87.28 | 73.31 | 62.89 | 73.21 | 74.16 | 73.91 | 73.86 | 73.96 | 63.92 | 63.69 | 72.53 | 63.82 | 73.29 | 70.34 |
| 682 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.40 | 70.76 | 64.30 | 65.01 | 64.42 | 75.07 | 73.95 | 64.41 | 64.46 | 63.95 | 74.37 | 74.04 | 73.12 | 73.50 | 63.84 | 73.39 | 63.77 | 73.23 | 73.79 | 74.77 | 63.26 | 63.53 | 72.80 | 64.02 | 63.44 | 73.41 |
| 380 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.29 | 65.25 | 63.88 | 64.92 | 64.49 | 71.30 | 73.21 | 63.57 | 65.67 | 65.16 | 74.37 | 74.98 | 71.55 | 63.29 | 63.19 | 73.84 | 74.60 | 72.87 | 75.01 | 71.67 | 88.41 | 64.19 | 72.91 | 64.98 | 72.76 | 65.72 |
| 381 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 65.50 | 64.28 | 69.96 | 64.78 | 64.53 | 74.79 | 74.85 | 63.88 | 63.47 | 87.84 | 70.76 | 74.00 | 88.83 | 72.87 | 62.65 | 72.60 | 63.89 | 73.37 | 74.83 | 74.75 | 73.89 | 64.77 | 73.55 | 64.30 | 73.68 | 70.12 |
| 382 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.03 | 64.20 | 64.10 | 64.44 | 64.51 | 71.04 | 74.25 | 63.60 | 63.65 | 65.40 | 74.37 | 64.54 | 71.38 | 73.59 | 63.73 | 73.50 | 63.64 | 71.14 | 74.76 | 74.02 | 63.42 | 63.60 | 72.65 | 63.41 | 64.14 | 73.63 |
| 383 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 68.45 | 64.14 | 64.01 | 66.00 | 64.04 | 74.36 | 73.93 | 63.43 | 63.85 | 64.78 | 74.39 | 70.34 | 72.82 | 72.78 | 63.39 | 73.29 | 74.30 | 72.57 | 74.31 | 70.82 | 63.51 | 63.93 | 72.42 | 64.85 | 64.04 | 64.28 |
| 440 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 66.08 | 64.94 | 64.30 | 63.99 | 64.27 | 75.10 | 74.67 | 63.96 | 70.08 | 64.62 | 74.61 | 74.77 | 70.54 | 63.59 | 63.46 | 74.12 | 64.22 | 73.04 | 74.39 | 74.83 | 63.60 | 64.26 | 73.91 | 64.70 | 72.08 | 64.51 |
| 441 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.77 | 64.39 | 63.99 | 64.88 | 64.45 | 74.44 | 86.04 | 62.75 | 74.67 | 65.04 | 73.60 | 71.50 | 74.10 | 71.64 | 63.37 | 70.55 | 74.47 | 72.88 | 72.21 | 74.53 | 63.94 | 65.94 | 72.68 | 65.22 | 72.89 | 64.72 |
| 442 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.72 | 63.97 | 63.63 | 64.57 | 64.54 | 75.10 | 74.06 | 63.98 | 87.03 | 64.40 | 73.86 | 64.08 | 71.38 | 87.14 | 63.51 | 87.37 | 63.49 | 73.11 | 74.59 | 74.00 | 55.34 | 64.74 | 72.39 | 63.77 | 71.22 | 64.90 |
| 443 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 64.42 | 64.92 | 74.57 | 64.54 | 64.51 | 74.45 | 73.54 | 88.51 | 64.65 | 63.62 | 74.25 | 74.51 | 71.08 | 72.83 | 63.53 | 73.46 | 71.51 | 72.75 | 74.14 | 74.25 | 72.68 | 64.39 | 73.36 | 64.45 | 72.13 | 73.35 |
| 500 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.50 | 66.00 | 64.16 | 64.85 | 64.83 | 75.15 | 86.50 | 70.05 | 70.63 | 64.57 | 74.86 | 73.90 | 73.42 | 73.27 | 63.21 | 73.71 | 63.83 | 71.20 | 74.12 | 74.27 | 73.55 | 64.16 | 72.65 | 65.23 | 64.64 | 73.66 |
| 501 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 64.49 | 63.97 | 69.56 | 65.15 | 64.53 | 74.37 | 74.48 | 64.07 | 64.01 | 63.72 | 74.14 | 73.89 | 73.85 | 73.32 | 63.99 | 87.60 | 74.44 | 73.61 | 71.40 | 73.73 | 63.82 | 63.44 | 73.16 | 63.21 | 73.88 | 65.51 |
| 502 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.20 | 64.75 | 63.99 | 64.68 | 64.78 | 89.57 | 73.85 | 64.37 | 70.91 | 69.81 | 70.10 | 75.06 | 73.59 | 73.56 | 63.47 | 71.32 | 64.33 | 72.83 | 73.68 | 73.96 | 63.28 | 63.94 | 74.91 | 64.55 | 72.70 | 65.54 |
| 503 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.04 | 64.79 | 73.96 | 64.17 | 64.48 | 89.02 | 73.79 | 63.46 | 64.53 | 70.91 | 74.33 | 74.45 | 73.92 | 73.22 | 63.04 | 72.61 | 62.52 | 72.12 | 74.09 | 74.28 | 63.62 | 63.51 | 72.21 | 73.86 | 63.51 | 64.26 |
| 580 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.44 | 65.18 | 65.51 | 65.06 | 64.62 | 75.40 | 74.19 | 88.93 | 70.21 | 70.01 | 74.12 | 74.10 | 87.71 | 73.13 | 63.60 | 65.27 | 63.63 | 64.67 | 73.60 | 74.78 | 64.70 | 63.99 | 72.64 | 69.07 | 64.22 | 64.47 |
| 581 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.64 | 64.95 | 64.26 | 64.86 | 64.94 | 74.91 | 74.37 | 63.97 | 87.48 | 65.19 | 74.84 | 63.99 | 73.12 | 63.85 | 63.50 | 73.87 | 63.07 | 72.70 | 74.59 | 74.39 | 63.92 | 63.92 | 73.16 | 64.98 | 73.43 | 69.79 |
| 582 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 66.24 | 64.38 | 64.29 | 64.56 | 64.21 | 74.41 | 73.47 | 63.74 | 64.85 | 64.45 | 74.12 | 71.07 | 73.40 | 73.02 | 63.74 | 73.41 | 71.28 | 72.84 | 73.79 | 73.79 | 64.56 | 63.92 | 72.40 | 73.91 | 64.01 | 64.63 |
| 583 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.09 | 64.55 | 65.03 | 64.35 | 65.88 | 64.21 | 75.53 | 63.91 | 64.77 | 65.43 | 75.18 | 63.32 | 88.89 | 63.87 | 63.39 | 70.92 | 63.00 | 70.91 | 74.52 | 74.58 | 63.71 | 64.19 | 72.63 | 64.47 | 63.47 | 64.40 |
| 640 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.81 | 64.38 | 63.76 | 64.42 | 64.74 | 74.78 | 73.80 | 63.98 | 65.39 | 64.62 | 74.08 | 74.04 | 70.43 | 73.84 | 64.63 | 73.80 | 62.82 | 86.66 | 74.58 | 75.25 | 63.19 | 63.30 | 63.69 | 63.56 | 64.67 | 63.69 |
| 641 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.10 | 65.40 | 64.98 | 64.63 | 65.73 | 62.97 | 71.11 | 64.35 | 70.33 | 65.50 | 74.83 | 71.54 | 73.60 | 73.08 | 63.44 | 71.54 | 70.76 | 72.81 | 74.34 | 74.52 | 63.92 | 64.17 | 73.16 | 64.49 | 64.47 | 73.80 |
| 642 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.54 | 64.36 | 86.83 | 64.74 | 65.01 | 75.08 | 74.31 | 63.45 | 65.26 | 65.36 | 74.82 | 74.80 | 73.89 | 70.07 | 63.68 | 74.21 | 64.33 | 73.12 | 74.11 | 75.12 | 64.30 | 64.19 | 85.30 | 64.58 | 70.24 | 65.25 |
| 643 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 65.74 | 64.63 | 64.76 | 64.90 | 65.20 | 63.38 | 73.76 | 64.82 | 64.77 | 65.17 | 73.87 | 74.18 | 73.09 | 70.71 | 63.24 | 73.25 | 65.26 | 73.74 | 73.85 | 73.83 | 64.43 | 64.41 | 69.55 | 64.34 | 73.89 | 65.14 |
| 400 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 66.20 | 64.76 | 63.92 | 64.74 | 64.96 | 74.89 | 74.31 | 63.94 | 64.22 | 64.33 | 74.12 | 74.45 | 73.39 | 61.81 | 64.17 | 72.85 | 62.89 | 70.02 | 74.80 | 70.58 | 53.26 | 63.90 | 71.91 | 63.67 | 73.11 | 69.72 |
| 401 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.49 | 64.73 | 69.87 | 65.51 | 65.25 | 73.87 | 70.58 | 64.68 | 65.07 | 65.52 | 74.50 | 74.52 | 87.15 | 63.91 | 63.75 | 73.41 | 65.20 | 69.72 | 73.60 | 74.84 | 87.32 | 64.44 | 72.39 | 64.78 | 64.19 | 64.42 |
| 402 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 65.73 | 64.72 | 64.20 | 65.36 | 64.78 | 74.53 | 74.09 | 86.71 | 64.30 | 63.66 | 74.03 | 75.24 | 87.91 | 72.89 | 64.27 | 73.44 | 64.07 | 72.81 | 73.64 | 74.28 | 63.69 | 62.54 | 72.18 | 63.42 | 64.03 | 64.45 |
| 403 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 66.37 | 64.51 | 86.93 | 64.75 | 64.51 | 74.63 | 70.60 | 63.57 | 64.08 | 64.96 | 74.36 | 63.57 | 70.03 | 73.00 | 63.44 | 70.64 | 70.62 | 86.42 | 74.08 | 74.25 | 54.67 | 65.00 | 69.50 | 64.06 | 64.93 | 63.89 |
| 460 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.18 | 64.12 | 64.63 | 65.48 | 65.51 | 63.17 | 74.60 | 64.31 | 65.87 | 86.36 | 74.33 | 74.52 | 69.52 | 70.74 | 63.48 | 71.01 | 64.58 | 73.13 | 75.34 | 74.03 | 63.17 | 64.19 | 72.63 | 64.73 | 63.53 | 69.56 |
| 461 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.95 | 86.61 | 64.03 | 64.52 | 64.74 | 63.77 | 73.87 | 87.04 | 64.86 | 63.73 | 70.29 | 74.62 | 72.67 | 73.16 | 63.38 | 73.20 | 70.13 | 73.32 | 74.13 | 74.10 | 63.76 | 64.36 | 73.15 | 64.37 | 64.74 | 64.81 |
| 462 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.19 | 65.48 | 64.79 | 64.81 | 64.79 | 74.70 | 71.00 | 63.57 | 69.65 | 66.09 | 74.60 | 64.24 | 71.89 | 71.75 | 62.68 | 73.31 | 62.91 | 72.52 | 74.42 | 88.03 | 64.26 | 63.79 | 72.92 | 65.16 | 63.69 | 63.94 |
| 463 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.48 | 64.40 | 64.51 | 64.79 | 64.78 | 74.83 | 69.76 | 62.74 | 69.83 | 64.41 | 74.39 | 63.14 | 73.39 | 70.44 | 63.87 | 73.13 | 63.62 | 72.79 | 74.11 | 74.57 | 64.17 | 63.74 | 73.89 | 63.92 | 72.93 | 64.89 |
| 520 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.31 | 64.60 | 64.78 | 65.43 | 65.50 | 64.32 | 73.87 | 64.15 | 63.17 | 69.97 | 73.59 | 63.85 | 73.92 | 73.33 | 63.33 | 73.77 | 73.15 | 71.33 | 75.60 | 74.31 | 62.91 | 63.56 | 73.16 | 64.53 | 74.40 | 65.48 |
| 521 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 65.76 | 64.53 | 64.49 | 64.86 | 64.91 | 64.07 | 73.87 | 63.78 | 64.24 | 70.75 | 74.59 | 74.36 | 73.18 | 73.56 | 63.39 | 70.78 | 64.77 | 72.83 | 73.83 | 74.54 | 52.54 | 64.12 | 69.33 | 64.79 | 71.94 | 64.80 |
| 522 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.62 | 64.78 | 65.25 | 64.95 | 64.45 | 74.37 | 73.89 | 65.01 | 64.59 | 65.08 | 74.09 | 63.49 | 71.23 | 64.11 | 63.76 | 70.42 | 64.30 | 73.30 | 73.57 | 74.80 | 64.42 | 64.96 | 72.18 | 64.62 | 64.98 | 65.50 |
| 523 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.59 | 64.31 | 64.91 | 65.55 | 65.20 | 74.62 | 74.65 | 63.80 | 64.35 | 64.75 | 74.58 | 70.46 | 73.14 | 73.06 | 64.11 | 69.53 | 63.79 | 73.06 | 74.36 | 75.32 | 65.13 | 65.08 | 72.41 | 65.43 | 64.85 | 64.65 |
| 241 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.52 | 65.31 | 65.47 | 64.68 | 64.96 | 65.52 | 72.65 | 64.85 | 71.45 | 64.82 | 63.94 | 63.55 | 73.98 | 64.01 | 64.52 | 73.90 | 64.85 | 71.67 | 74.98 | 63.96 | 74.09 | 65.84 | 65.48 | 64.03 | 64.95 | 64.92 |
| 123 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.61 | 42.66 | 64.97 | 66.33 | 64.86 | 80.04 | 72.29 | 75.41 | 63.73 | 65.71 | 74.61 | 63.85 | 74.97 | 63.78 | 64.29 | 60.82 | 64.82 | 56.93 | 63.90 | 64.92 | 72.36 | 66.39 | 65.07 | 64.59 | 65.40 | 65.07 |
| 201 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 69.52 | 66.36 | 66.46 | 64.88 | 65.22 | 62.62 | 79.58 | 65.55 | 56.25 | 80.60 | 84.88 | 84.34 | 74.47 | 63.28 | 63.79 | 74.52 | 55.73 | 65.01 | 85.44 | 64.35 | 64.35 | 66.59 | 64.11 | 65.44 | 64.41 | 65.62 |
| 202 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.51 | 65.44 | 79.13 | 65.35 | 65.31 | 74.50 | 73.90 | 66.06 | 74.00 | 64.95 | 64.29 | 64.54 | 74.93 | 84.04 | 62.98 | 75.04 | 64.38 | 63.63 | 64.55 | 63.08 | 65.29 | 64.91 | 64.30 | 65.75 | 64.84 | 65.84 |
| 203 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 81.08 | 66.21 | 65.59 | 64.61 | 65.62 | 75.66 | 73.03 | 64.71 | 74.16 | 65.89 | 74.88 | 63.69 | 74.98 | 63.75 | 63.81 | 74.97 | 63.49 | 64.33 | 74.93 | 63.69 | 66.56 | 64.54 | 63.49 | 65.31 | 64.92 | 65.15 |
| 261 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.47 | 64.77 | 65.38 | 64.35 | 74.03 | 63.06 | 73.62 | 64.19 | 80.27 | 55.12 | 63.31 | 74.61 | 74.89 | 63.88 | 62.98 | 74.51 | 63.20 | 63.38 | 75.13 | 74.54 | 64.81 | 63.95 | 62.89 | 63.03 | 64.41 | 76.21 |
| 263 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.49 | 65.81 | 55.95 | 65.06 | 73.21 | 56.78 | 82.61 | 64.86 | 64.36 | 76.89 | 64.20 | 63.58 | 69.93 | 67.45 | 63.99 | 75.07 | 82.60 | 75.06 | 63.80 | 63.66 | 64.09 | 64.96 | 65.97 | 64.79 | 65.23 | 68.04 |
| 322 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 71.35 | 65.28 | 73.54 | 64.86 | 65.64 | 63.12 | 78.69 | 64.37 | 76.31 | 59.30 | 64.29 | 63.74 | 74.96 | 64.09 | 62.66 | 64.81 | 64.34 | 74.99 | 82.05 | 81.35 | 64.54 | 64.65 | 64.51 | 63.89 | 64.41 | 64.38 |
| 323 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.21 | 65.50 | 73.17 | 64.98 | 64.65 | 75.32 | 80.29 | 65.20 | 60.64 | 64.62 | 74.92 | 63.57 | 74.88 | 63.94 | 63.68 | 80.57 | 79.32 | 64.05 | 63.19 | 63.03 | 64.50 | 63.73 | 63.99 | 64.20 | 64.62 | 63.97 |
| 20 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 75.96 | 65.17 | 64.68 | 65.31 | 64.95 | 62.88 | 73.32 | 66.03 | 79.43 | 65.83 | 63.83 | 81.91 | 74.70 | 64.30 | 64.90 | 73.80 | 64.60 | 73.81 | 56.01 | 64.64 | 67.00 | 65.37 | 55.86 | 65.59 | 65.33 | 66.48 |
| 22 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.13 | 64.89 | 72.28 | 64.86 | 64.68 | 74.94 | 80.86 | 64.81 | 74.53 | 63.85 | 84.53 | 63.09 | 68.22 | 68.47 | 64.20 | 74.28 | 62.71 | 67.71 | 75.00 | 62.55 | 63.47 | 64.59 | 64.63 | 63.57 | 64.20 | 64.37 |
| 23 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.96 | 64.06 | 64.86 | 65.40 | 65.06 | 74.20 | 65.07 | 64.79 | 64.14 | 80.98 | 71.95 | 63.58 | 81.00 | 64.63 | 63.31 | 78.69 | 64.08 | 78.65 | 74.48 | 84.80 | 69.89 | 64.79 | 63.85 | 64.97 | 65.74 | 64.67 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.49 | 42.66 | 64.70 | 67.44 | 70.89 | 75.36 | 73.54 | 64.78 | 73.98 | 82.46 | 85.97 | 63.84 | 75.06 | 63.01 | 66.22 | 64.28 | 64.78 | 64.98 | 63.95 | 63.51 | 65.57 | 66.20 | 64.86 | 65.33 | 64.86 | 65.10 |
| 83 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 57.19 | 65.59 | 69.85 | 64.98 | 64.94 | 64.31 | 72.23 | 63.78 | 65.15 | 64.58 | 63.55 | 64.57 | 74.65 | 74.47 | 62.83 | 83.62 | 81.92 | 74.91 | 75.13 | 55.99 | 64.35 | 66.05 | 66.18 | 65.30 | 65.28 | 65.10 |
| 142 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.61 | 64.34 | 64.73 | 65.34 | 65.03 | 74.33 | 70.39 | 64.69 | 64.69 | 73.89 | 64.09 | 63.59 | 73.99 | 63.62 | 64.46 | 74.50 | 64.06 | 74.49 | 74.64 | 82.54 | 63.28 | 65.17 | 64.74 | 65.02 | 64.56 | 64.73 |
| 143 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 64.25 | 65.17 | 65.23 | 65.24 | 69.36 | 75.28 | 65.84 | 64.58 | 65.62 | 56.87 | 74.81 | 70.81 | 74.62 | 63.56 | 64.52 | 84.84 | 65.02 | 65.30 | 75.64 | 64.09 | 65.95 | 65.43 | 64.94 | 65.62 | 64.25 | 65.09 |
| 221 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.23 | 65.09 | 64.81 | 66.15 | 62.89 | 74.65 | 72.54 | 82.72 | 64.32 | 62.41 | 62.57 | 73.67 | 81.03 | 63.79 | 85.69 | 70.05 | 73.66 | 74.89 | 86.33 | 63.85 | 64.01 | 64.36 | 64.13 | 64.15 | 64.37 |
| 223 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.81 | 65.30 | 81.72 | 64.96 | 64.24 | 75.01 | 74.05 | 64.42 | 84.06 | 55.36 | 63.19 | 62.71 | 59.10 | 64.25 | 63.77 | 75.91 | 63.31 | 74.02 | 84.41 | 84.13 | 63.19 | 64.87 | 63.76 | 63.74 | 64.75 | 63.76 |
| 281 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.61 | 64.67 | 57.92 | 64.35 | 64.56 | 64.79 | 75.17 | 63.76 | 79.32 | 64.01 | 74.85 | 63.57 | 75.73 | 63.18 | 65.27 | 84.50 | 63.46 | 70.24 | 75.14 | 85.53 | 64.33 | 64.75 | 63.82 | 63.01 | 64.51 | 64.28 |
| 282 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.35 | 66.16 | 69.63 | 64.57 | 55.82 | 56.89 | 83.90 | 65.05 | 67.35 | 64.43 | 86.52 | 63.95 | 73.61 | 85.72 | 63.66 | 81.72 | 63.89 | 68.97 | 85.31 | 64.31 | 65.67 | 64.63 | 64.96 | 64.82 | 64.42 | 64.74 |
| 283 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.80 | 65.12 | 73.88 | 62.96 | 74.60 | 75.74 | 74.76 | 64.17 | 74.39 | 67.10 | 75.60 | 75.13 | 74.47 | 62.56 | 62.79 | 85.05 | 63.07 | 87.47 | 63.32 | 63.55 | 72.87 | 63.79 | 71.31 | 63.90 | 63.19 | 64.44 |
| 340 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.63 | 64.61 | 78.33 | 65.19 | 65.93 | 75.38 | 82.88 | 64.18 | 78.64 | 64.99 | 75.14 | 63.57 | 74.15 | 64.34 | 64.49 | 74.47 | 63.54 | 74.11 | 75.13 | 63.51 | 63.79 | 63.10 | 64.17 | 65.73 | 82.97 | 64.04 |
| 341 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 65.39 | 64.57 | 73.73 | 64.83 | 74.60 | 62.86 | 74.66 | 63.24 | 86.25 | 63.59 | 86.68 | 63.32 | 74.85 | 80.49 | 62.86 | 70.47 | 63.81 | 80.64 | 74.89 | 63.64 | 63.66 | 64.74 | 64.09 | 64.07 | 64.46 | 64.26 |
| 342 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.31 | 65.83 | 65.87 | 65.08 | 74.58 | 56.36 | 74.32 | 68.71 | 64.90 | 65.28 | 75.05 | 87.08 | 81.90 | 63.71 | 64.39 | 78.59 | 62.83 | 82.54 | 63.11 | 63.82 | 64.26 | 73.56 | 64.56 | 64.98 | 64.25 | 65.36 |
| 343 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.91 | 64.51 | 56.87 | 72.83 | 66.47 | 56.23 | 74.67 | 64.51 | 75.22 | 64.57 | 55.78 | 64.07 | 74.93 | 85.09 | 64.00 | 75.21 | 84.17 | 81.31 | 75.12 | 63.54 | 63.40 | 64.46 | 64.45 | 64.51 | 64.38 | 71.81 |
| 40 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.91 | 64.55 | 55.75 | 64.56 | 74.77 | 75.16 | 73.14 | 64.30 | 64.00 | 64.56 | 74.86 | 62.75 | 85.48 | 74.40 | 63.29 | 71.17 | 63.12 | 55.64 | 83.74 | 63.06 | 73.57 | 63.86 | 63.43 | 64.79 | 64.29 | 64.76 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 73.61 | 64.80 | 73.58 | 65.31 | 64.99 | 63.80 | 83.33 | 65.18 | 73.03 | 66.01 | 74.59 | 63.19 | 73.64 | 82.58 | 64.97 | 74.46 | 65.97 | 62.20 | 63.87 | 63.23 | 63.42 | 65.55 | 64.90 | 65.18 | 65.20 | 64.41 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 65.23 | 73.12 | 65.47 | 71.13 | 42.66 | 79.20 | 64.25 | 79.82 | 64.66 | 86.45 | 63.49 | 59.97 | 63.32 | 66.51 | 74.91 | 74.37 | 74.07 | 75.70 | 63.84 | 63.89 | 65.63 | 64.12 | 64.26 | 69.25 | 68.16 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.42 | 64.68 | 64.57 | 64.47 | 64.70 | 62.64 | 72.93 | 69.56 | 84.40 | 68.78 | 74.94 | 63.46 | 74.92 | 63.21 | 64.74 | 82.69 | 63.77 | 65.70 | 63.95 | 86.56 | 64.59 | 63.32 | 72.90 | 64.28 | 64.12 | 65.09 |
| 100 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.61 | 64.79 | 63.09 | 68.94 | 64.15 | 76.06 | 71.84 | 63.72 | 55.73 | 84.20 | 74.91 | 63.33 | 74.65 | 86.25 | 62.53 | 74.92 | 63.35 | 86.17 | 75.38 | 62.66 | 64.80 | 64.87 | 64.26 | 64.06 | 63.25 | 64.63 |
| 103 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.40 | 64.68 | 74.20 | 65.14 | 74.51 | 75.20 | 82.68 | 64.02 | 84.90 | 55.84 | 63.39 | 63.21 | 83.78 | 64.07 | 64.25 | 83.78 | 63.79 | 68.14 | 63.61 | 63.21 | 63.21 | 72.64 | 64.19 | 42.66 | 64.64 | 64.74 |
| 160 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.94 | 66.75 | 73.19 | 65.21 | 65.26 | 74.90 | 42.66 | 65.03 | 64.94 | 66.11 | 74.64 | 64.07 | 74.71 | 64.28 | 74.03 | 85.65 | 63.75 | 86.35 | 74.94 | 64.06 | 64.31 | 65.91 | 65.71 | 65.33 | 65.40 | 66.10 |
| 163 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.17 | 73.42 | 64.84 | 72.31 | 59.26 | 76.17 | 58.08 | 66.16 | 83.89 | 42.66 | 75.39 | 62.98 | 73.82 | 64.82 | 64.65 | 84.85 | 62.78 | 64.25 | 75.14 | 63.55 | 63.28 | 63.56 | 64.77 | 64.77 | 64.49 | 64.59 |
Size of the All data: (140, 29)
Size of the Sig data: (100, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.87 | 57.19 | 57.80 | 57.89 | 58.04 | 75.37 | 75.47 | 57.66 | 58.41 | 58.15 | 75.42 | 69.03 | 67.85 | 74.30 | 59.76 | 87.44 | 57.61 | 68.26 | 76.30 | 74.44 | 57.19 | 56.08 | 75.81 | 57.92 | 75.57 | 75.15 |
| 50 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 66.99 | 57.95 | 57.97 | 57.99 | 58.45 | 75.27 | 73.90 | 57.82 | 68.69 | 68.57 | 75.89 | 75.47 | 68.85 | 68.76 | 59.19 | 68.75 | 69.02 | 68.50 | 75.24 | 69.12 | 56.15 | 56.11 | 76.39 | 56.94 | 57.55 | 68.78 |
| 7 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.44 | 57.16 | 67.44 | 56.97 | 57.58 | 75.05 | 68.88 | 90.24 | 66.74 | 58.01 | 75.39 | 75.61 | 89.38 | 74.53 | 57.96 | 67.64 | 73.67 | 68.75 | 76.06 | 75.18 | 56.46 | 56.42 | 75.99 | 56.58 | 76.41 | 56.50 |
| 8 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.98 | 58.73 | 67.71 | 58.92 | 59.32 | 69.31 | 74.13 | 59.53 | 57.91 | 59.45 | 70.18 | 75.12 | 75.74 | 74.78 | 58.40 | 90.65 | 73.99 | 73.83 | 75.13 | 74.59 | 46.73 | 90.06 | 74.36 | 57.51 | 74.15 | 75.94 |
| 18 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.68 | 59.35 | 57.15 | 57.55 | 57.78 | 74.94 | 91.32 | 57.83 | 58.50 | 57.85 | 74.59 | 75.73 | 74.11 | 74.97 | 57.38 | 73.78 | 74.85 | 74.84 | 75.36 | 75.76 | 57.03 | 56.51 | 75.59 | 76.05 | 75.78 | 56.92 |
| 58 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.64 | 58.94 | 59.01 | 58.17 | 58.81 | 76.42 | 75.36 | 58.90 | 69.49 | 58.62 | 75.65 | 74.91 | 73.61 | 58.58 | 57.97 | 73.16 | 74.50 | 70.42 | 69.03 | 69.86 | 57.38 | 57.45 | 69.37 | 58.31 | 75.27 | 56.77 |
| 49 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.98 | 58.46 | 68.88 | 57.50 | 58.86 | 75.07 | 74.03 | 58.49 | 58.21 | 58.05 | 74.64 | 75.65 | 74.58 | 74.62 | 58.03 | 75.03 | 75.51 | 68.37 | 69.40 | 76.23 | 46.31 | 56.89 | 74.32 | 57.10 | 75.08 | 56.98 |
| 48 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.84 | 57.26 | 57.24 | 56.99 | 57.03 | 90.30 | 68.50 | 57.50 | 69.94 | 56.32 | 76.46 | 69.58 | 68.72 | 74.77 | 57.65 | 73.67 | 56.95 | 74.36 | 76.50 | 76.28 | 68.12 | 56.79 | 75.17 | 56.68 | 49.92 | 76.02 |
| 11 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.34 | 91.10 | 58.11 | 57.58 | 57.98 | 75.54 | 74.71 | 58.84 | 68.04 | 58.28 | 76.54 | 76.81 | 68.50 | 68.70 | 57.52 | 74.67 | 74.63 | 69.13 | 75.89 | 75.68 | 76.01 | 68.09 | 69.78 | 56.55 | 55.71 | 76.49 |
| 35 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.30 | 60.29 | 58.98 | 58.22 | 58.76 | 75.25 | 74.80 | 67.95 | 68.77 | 58.20 | 74.84 | 74.68 | 68.32 | 74.29 | 58.50 | 68.84 | 57.79 | 93.55 | 75.13 | 69.93 | 75.55 | 56.89 | 74.48 | 57.15 | 58.09 | 56.64 |
| 14 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.33 | 58.48 | 68.50 | 58.68 | 60.00 | 76.03 | 75.43 | 60.39 | 60.34 | 59.32 | 75.88 | 75.66 | 68.51 | 74.59 | 59.97 | 74.50 | 74.01 | 73.92 | 75.72 | 74.93 | 57.75 | 57.23 | 75.40 | 76.21 | 75.55 | 74.59 |
| 30 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 58.50 | 59.62 | 90.65 | 57.59 | 58.04 | 75.85 | 75.05 | 58.25 | 58.19 | 58.26 | 76.12 | 75.32 | 68.98 | 58.34 | 58.19 | 68.79 | 75.28 | 74.33 | 70.13 | 75.65 | 76.11 | 68.35 | 75.43 | 58.07 | 57.01 | 57.67 |
| 1 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.55 | 58.26 | 59.14 | 58.66 | 58.00 | 75.57 | 74.88 | 68.59 | 58.14 | 58.80 | 90.38 | 75.50 | 74.88 | 88.42 | 60.37 | 68.85 | 68.68 | 73.70 | 75.17 | 74.87 | 56.55 | 56.83 | 75.74 | 75.89 | 76.27 | 56.68 |
| 42 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 75.18 | 57.97 | 58.16 | 58.40 | 57.97 | 68.88 | 68.88 | 67.93 | 76.25 | 58.03 | 75.77 | 76.05 | 68.70 | 74.76 | 58.25 | 69.32 | 74.53 | 75.77 | 75.60 | 75.07 | 56.54 | 56.55 | 69.04 | 56.94 | 68.02 | 56.87 |
| 21 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.82 | 59.21 | 59.34 | 58.37 | 58.02 | 74.66 | 69.45 | 74.19 | 73.95 | 57.72 | 67.64 | 75.60 | 74.25 | 74.33 | 58.42 | 74.06 | 74.93 | 69.04 | 75.63 | 70.02 | 58.32 | 57.44 | 75.14 | 58.53 | 58.29 | 57.54 |
| 9 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 75.43 | 57.93 | 88.10 | 57.33 | 57.72 | 76.21 | 75.65 | 58.40 | 69.25 | 68.26 | 76.11 | 75.72 | 74.46 | 68.90 | 58.20 | 74.82 | 58.22 | 73.58 | 75.65 | 75.17 | 56.44 | 57.07 | 75.98 | 69.14 | 76.66 | 56.77 |
| 13 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.37 | 58.60 | 57.71 | 57.79 | 58.82 | 74.57 | 74.83 | 58.96 | 74.38 | 69.41 | 75.13 | 74.78 | 74.07 | 68.48 | 57.92 | 91.07 | 57.80 | 69.23 | 75.77 | 75.83 | 75.19 | 57.01 | 69.40 | 56.67 | 76.17 | 56.94 |
| 34 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.57 | 60.97 | 60.84 | 61.24 | 60.20 | 74.60 | 74.76 | 60.45 | 77.75 | 59.39 | 68.87 | 76.52 | 73.74 | 73.93 | 60.41 | 68.75 | 59.09 | 73.35 | 74.82 | 75.01 | 56.78 | 58.45 | 68.83 | 58.72 | 57.27 | 75.64 |
| 16 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.42 | 67.98 | 57.41 | 57.06 | 57.60 | 91.19 | 90.28 | 57.67 | 90.55 | 57.47 | 75.88 | 76.00 | 90.11 | 74.74 | 58.71 | 68.02 | 57.11 | 74.82 | 75.43 | 74.75 | 56.79 | 56.73 | 75.61 | 57.20 | 51.76 | 56.73 |
| 2 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 69.83 | 57.97 | 57.72 | 58.61 | 60.69 | 75.94 | 74.29 | 90.52 | 74.60 | 58.28 | 76.15 | 75.95 | 69.41 | 68.74 | 60.04 | 88.93 | 74.36 | 68.36 | 77.12 | 74.62 | 56.29 | 57.85 | 75.36 | 58.98 | 75.67 | 57.88 |
| 17 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 67.76 | 58.81 | 59.59 | 58.94 | 60.04 | 59.97 | 74.09 | 89.43 | 58.99 | 59.22 | 69.15 | 75.52 | 73.91 | 74.47 | 58.87 | 68.22 | 73.81 | 68.78 | 67.94 | 75.03 | 74.63 | 61.02 | 74.90 | 61.50 | 75.94 | 59.80 |
| 3 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.87 | 59.09 | 75.42 | 59.07 | 58.13 | 74.76 | 90.21 | 57.60 | 69.49 | 58.80 | 91.09 | 76.05 | 74.91 | 74.07 | 58.75 | 67.52 | 75.19 | 69.99 | 76.17 | 75.52 | 57.67 | 57.68 | 75.91 | 57.39 | 57.01 | 57.11 |
| 6 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.42 | 57.62 | 89.58 | 56.73 | 58.08 | 75.59 | 90.86 | 57.66 | 74.92 | 57.02 | 76.06 | 75.41 | 89.26 | 56.89 | 59.28 | 74.74 | 74.46 | 75.06 | 74.35 | 75.30 | 57.08 | 56.88 | 75.55 | 56.86 | 56.22 | 56.30 |
| 10 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.64 | 85.96 | 59.63 | 58.22 | 59.02 | 74.69 | 74.11 | 59.98 | 59.13 | 59.18 | 75.17 | 75.08 | 75.43 | 68.42 | 58.74 | 73.70 | 58.37 | 73.95 | 74.57 | 74.86 | 57.20 | 57.57 | 75.22 | 58.61 | 75.34 | 76.00 |
| 65 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.11 | 58.73 | 59.22 | 70.27 | 59.19 | 75.77 | 74.68 | 59.04 | 74.89 | 59.70 | 76.14 | 75.36 | 74.93 | 58.55 | 59.03 | 74.37 | 58.58 | 74.04 | 76.06 | 75.11 | 58.12 | 56.98 | 73.68 | 57.14 | 56.98 | 57.10 |
| 12 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.31 | 59.72 | 68.94 | 59.57 | 68.11 | 75.26 | 74.33 | 60.15 | 60.08 | 58.74 | 74.83 | 68.12 | 68.62 | 68.62 | 58.74 | 67.09 | 69.29 | 73.65 | 75.29 | 75.11 | 58.20 | 58.65 | 74.60 | 59.23 | 91.65 | 75.17 |
| 62 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 58.20 | 59.67 | 58.46 | 58.19 | 58.70 | 74.48 | 74.30 | 58.57 | 58.19 | 59.24 | 75.34 | 75.66 | 68.27 | 69.13 | 58.35 | 74.63 | 58.44 | 74.53 | 74.44 | 74.97 | 74.75 | 57.28 | 75.89 | 57.30 | 57.38 | 57.98 |
| 19 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 70.92 | 58.50 | 57.82 | 58.98 | 59.58 | 75.33 | 74.16 | 58.03 | 74.51 | 58.20 | 90.39 | 74.98 | 68.50 | 74.31 | 57.43 | 68.18 | 74.89 | 74.16 | 76.03 | 74.75 | 56.94 | 57.95 | 75.48 | 57.99 | 59.87 | 74.67 |
| 80 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 58.04 | 57.78 | 57.17 | 57.71 | 57.77 | 74.90 | 74.98 | 58.24 | 57.93 | 57.54 | 75.40 | 75.06 | 72.99 | 74.28 | 57.31 | 68.84 | 58.65 | 74.95 | 75.72 | 75.36 | 57.41 | 56.77 | 75.47 | 57.34 | 57.71 | 57.01 |
| 53 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.54 | 57.78 | 57.99 | 58.68 | 58.51 | 75.36 | 75.12 | 58.98 | 58.49 | 58.55 | 75.87 | 74.95 | 74.95 | 73.91 | 57.77 | 69.16 | 57.25 | 68.27 | 73.35 | 75.39 | 57.08 | 56.45 | 75.30 | 57.72 | 76.01 | 57.08 |
| 27 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.45 | 58.27 | 68.42 | 59.21 | 57.97 | 74.99 | 75.08 | 57.59 | 68.80 | 69.80 | 69.51 | 75.79 | 74.18 | 68.20 | 57.28 | 87.32 | 58.94 | 73.79 | 74.67 | 75.52 | 57.03 | 58.49 | 75.86 | 57.41 | 76.00 | 57.35 |
| 0 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 58.18 | 58.42 | 91.98 | 57.06 | 68.91 | 74.41 | 73.84 | 90.31 | 58.18 | 57.48 | 93.18 | 74.15 | 73.99 | 74.59 | 56.89 | 75.16 | 68.94 | 73.17 | 75.50 | 89.45 | 70.20 | 57.50 | 75.11 | 56.51 | 57.19 | 57.13 |
| 40 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.96 | 58.47 | 69.01 | 68.47 | 58.85 | 76.65 | 91.16 | 59.07 | 58.27 | 58.77 | 75.42 | 69.50 | 74.17 | 73.71 | 58.87 | 75.50 | 58.52 | 68.37 | 75.84 | 74.58 | 58.24 | 59.34 | 75.72 | 57.88 | 69.17 | 56.98 |
| 23 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.34 | 58.75 | 58.66 | 58.34 | 59.27 | 74.05 | 76.66 | 57.89 | 74.93 | 58.17 | 74.68 | 75.15 | 89.19 | 74.33 | 57.37 | 73.39 | 74.89 | 74.53 | 74.69 | 74.50 | 57.50 | 57.19 | 75.61 | 57.34 | 75.92 | 68.37 |
| 51 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 58.99 | 68.98 | 58.66 | 59.39 | 58.56 | 76.94 | 75.03 | 57.27 | 58.25 | 57.99 | 75.11 | 75.11 | 72.17 | 74.31 | 58.09 | 73.99 | 57.47 | 74.41 | 75.57 | 74.74 | 57.41 | 58.40 | 73.87 | 57.03 | 56.58 | 75.81 |
| 32 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.85 | 58.79 | 58.48 | 58.77 | 58.35 | 67.44 | 74.21 | 58.89 | 59.05 | 57.97 | 75.16 | 75.41 | 67.60 | 58.49 | 57.58 | 74.39 | 75.05 | 73.69 | 75.96 | 68.50 | 91.87 | 58.00 | 74.64 | 59.22 | 74.84 | 57.39 |
| 4 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.72 | 58.40 | 68.62 | 58.59 | 58.45 | 75.12 | 75.03 | 58.46 | 57.03 | 89.57 | 70.42 | 75.22 | 89.51 | 74.11 | 58.10 | 73.49 | 58.39 | 74.31 | 75.57 | 76.42 | 75.28 | 58.26 | 75.89 | 56.97 | 76.19 | 68.44 |
| 74 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.64 | 57.53 | 58.46 | 58.61 | 58.76 | 69.29 | 74.04 | 58.14 | 58.24 | 58.05 | 74.61 | 58.84 | 68.37 | 74.09 | 59.75 | 74.65 | 58.71 | 69.43 | 76.25 | 74.92 | 57.24 | 58.06 | 75.96 | 58.07 | 57.19 | 76.02 |
| 70 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 69.27 | 59.01 | 58.37 | 60.70 | 58.50 | 75.97 | 75.10 | 56.98 | 57.88 | 58.05 | 75.84 | 68.78 | 74.77 | 74.07 | 58.80 | 73.87 | 73.19 | 74.07 | 75.58 | 70.03 | 58.25 | 56.69 | 75.77 | 58.23 | 57.29 | 56.91 |
| 64 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.71 | 58.30 | 58.09 | 57.59 | 57.71 | 75.66 | 74.34 | 58.09 | 68.36 | 58.65 | 74.91 | 75.07 | 68.03 | 58.23 | 58.24 | 73.38 | 58.75 | 73.80 | 75.19 | 74.91 | 56.41 | 57.95 | 76.51 | 57.82 | 70.23 | 58.34 |
| 37 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.06 | 58.98 | 58.25 | 57.92 | 58.80 | 75.78 | 86.72 | 57.08 | 74.33 | 58.18 | 74.87 | 67.77 | 74.89 | 69.09 | 58.96 | 69.00 | 73.83 | 73.85 | 70.73 | 75.36 | 57.50 | 59.13 | 74.68 | 60.06 | 75.43 | 57.64 |
| 29 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 69.36 | 58.34 | 57.22 | 57.59 | 58.94 | 75.80 | 74.09 | 57.26 | 91.27 | 58.09 | 75.63 | 57.97 | 67.55 | 91.12 | 58.37 | 90.14 | 57.35 | 71.85 | 75.47 | 75.31 | 47.36 | 57.57 | 75.29 | 56.75 | 68.98 | 57.75 |
| 5 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.99 | 58.74 | 75.06 | 57.80 | 58.51 | 74.45 | 73.12 | 90.53 | 58.18 | 57.71 | 76.06 | 76.13 | 67.43 | 75.55 | 58.56 | 74.33 | 69.50 | 74.28 | 74.71 | 75.17 | 75.02 | 58.36 | 75.42 | 56.92 | 69.42 | 75.76 |
| 20 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.62 | 59.55 | 59.43 | 59.42 | 59.38 | 74.78 | 88.80 | 67.89 | 68.83 | 58.61 | 75.19 | 74.82 | 73.90 | 73.75 | 58.71 | 73.81 | 57.80 | 68.64 | 74.15 | 75.42 | 74.47 | 58.25 | 75.92 | 57.64 | 59.19 | 75.97 |
| 31 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 58.74 | 58.56 | 68.55 | 58.06 | 58.70 | 75.73 | 74.24 | 58.51 | 56.90 | 58.08 | 75.36 | 75.42 | 75.44 | 75.10 | 57.84 | 89.89 | 74.56 | 73.40 | 69.32 | 74.53 | 57.75 | 57.50 | 75.27 | 56.83 | 75.75 | 57.29 |
| 39 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.71 | 58.58 | 58.45 | 57.63 | 58.51 | 91.40 | 74.09 | 58.49 | 69.13 | 68.58 | 69.80 | 76.53 | 74.93 | 74.84 | 57.40 | 69.09 | 58.21 | 74.28 | 75.63 | 73.23 | 57.64 | 57.41 | 76.97 | 58.26 | 74.96 | 57.87 |
| 25 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.88 | 58.19 | 74.82 | 57.96 | 59.25 | 91.70 | 73.19 | 57.60 | 57.64 | 68.18 | 75.13 | 75.43 | 73.97 | 75.44 | 58.74 | 73.41 | 56.85 | 73.15 | 75.13 | 75.30 | 56.56 | 57.13 | 75.82 | 76.14 | 56.83 | 57.47 |
| 26 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 58.68 | 59.12 | 59.82 | 58.82 | 59.07 | 76.34 | 74.53 | 91.43 | 68.52 | 68.34 | 75.62 | 75.09 | 88.54 | 73.74 | 59.08 | 58.89 | 59.04 | 59.23 | 75.40 | 74.58 | 58.22 | 57.59 | 75.41 | 66.74 | 57.51 | 57.90 |
| 28 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.46 | 58.81 | 59.19 | 59.11 | 59.16 | 75.41 | 73.88 | 58.43 | 88.79 | 58.51 | 75.46 | 58.86 | 74.32 | 58.27 | 59.00 | 74.15 | 58.55 | 73.63 | 74.74 | 75.05 | 57.50 | 58.00 | 75.33 | 57.78 | 75.38 | 68.10 |
| 52 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 59.25 | 58.45 | 59.19 | 57.95 | 58.23 | 75.18 | 74.23 | 57.51 | 57.70 | 58.09 | 74.69 | 70.32 | 74.43 | 74.88 | 57.74 | 74.24 | 69.77 | 74.64 | 74.92 | 75.37 | 57.80 | 57.75 | 76.24 | 75.39 | 57.74 | 57.32 |
| 91 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.65 | 58.91 | 58.70 | 58.70 | 61.91 | 57.62 | 75.95 | 57.97 | 58.02 | 57.61 | 76.34 | 57.81 | 89.05 | 58.71 | 58.19 | 67.97 | 57.18 | 68.61 | 75.11 | 75.62 | 57.12 | 59.14 | 75.66 | 57.70 | 57.01 | 58.53 |
| 60 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.19 | 58.31 | 58.76 | 56.99 | 59.50 | 76.67 | 74.30 | 58.73 | 59.12 | 58.15 | 74.87 | 75.89 | 68.37 | 74.29 | 60.18 | 73.26 | 58.29 | 89.91 | 75.89 | 75.08 | 57.50 | 56.03 | 57.30 | 57.11 | 57.48 | 57.71 |
| 47 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.24 | 59.81 | 59.21 | 58.32 | 61.54 | 57.26 | 68.62 | 59.23 | 69.27 | 57.98 | 75.63 | 69.57 | 73.80 | 73.02 | 60.03 | 67.25 | 69.76 | 74.16 | 75.22 | 75.16 | 57.97 | 57.97 | 75.60 | 58.54 | 57.89 | 76.11 |
| 15 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 70.87 | 58.63 | 91.63 | 59.26 | 58.94 | 75.27 | 73.61 | 58.52 | 60.50 | 60.45 | 76.52 | 75.17 | 73.96 | 69.71 | 59.31 | 72.68 | 58.06 | 73.74 | 75.42 | 74.43 | 58.43 | 57.25 | 90.34 | 59.43 | 69.45 | 59.08 |
| 76 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.22 | 58.50 | 58.45 | 58.42 | 59.01 | 56.90 | 73.53 | 58.53 | 58.52 | 58.57 | 75.16 | 74.34 | 73.04 | 69.68 | 58.43 | 72.72 | 59.22 | 74.31 | 75.95 | 75.10 | 57.45 | 58.91 | 68.52 | 58.85 | 75.69 | 57.11 |
| 89 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.81 | 58.20 | 58.17 | 58.97 | 59.10 | 76.65 | 74.14 | 57.79 | 58.54 | 57.80 | 74.66 | 74.64 | 75.00 | 57.54 | 58.51 | 75.09 | 58.06 | 68.77 | 75.35 | 69.54 | 45.32 | 57.93 | 76.14 | 57.23 | 75.47 | 69.01 |
| 36 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.79 | 58.54 | 68.82 | 60.03 | 60.49 | 74.60 | 68.59 | 58.84 | 58.24 | 58.62 | 75.61 | 75.44 | 89.48 | 59.07 | 58.50 | 73.53 | 59.14 | 68.91 | 74.69 | 75.42 | 91.11 | 59.30 | 76.29 | 58.08 | 58.48 | 58.99 |
| 33 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 58.74 | 57.18 | 57.98 | 58.50 | 58.53 | 75.86 | 74.31 | 87.09 | 57.63 | 57.79 | 75.31 | 75.13 | 89.14 | 74.58 | 58.83 | 71.36 | 59.09 | 71.96 | 75.20 | 74.43 | 56.98 | 57.84 | 75.18 | 57.72 | 57.16 | 58.06 |
| 57 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.74 | 57.96 | 92.21 | 58.44 | 58.79 | 75.05 | 68.83 | 56.83 | 58.35 | 58.41 | 76.15 | 56.78 | 67.53 | 74.23 | 57.44 | 67.70 | 69.76 | 89.08 | 75.15 | 75.11 | 46.88 | 57.82 | 70.14 | 57.29 | 56.98 | 57.32 |
| 55 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.71 | 57.68 | 58.63 | 58.66 | 59.44 | 57.98 | 73.45 | 58.09 | 59.70 | 90.41 | 75.30 | 75.42 | 68.69 | 69.00 | 58.02 | 68.07 | 59.13 | 73.86 | 76.36 | 75.65 | 57.07 | 57.75 | 75.16 | 57.87 | 58.13 | 68.57 |
| 22 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.23 | 87.93 | 58.70 | 58.54 | 58.94 | 57.92 | 74.10 | 89.63 | 58.52 | 57.40 | 69.93 | 74.69 | 75.16 | 74.95 | 57.74 | 72.79 | 68.83 | 73.42 | 74.81 | 75.39 | 57.87 | 61.34 | 76.18 | 58.29 | 57.80 | 59.91 |
| 67 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.76 | 59.93 | 60.39 | 58.73 | 59.06 | 73.99 | 68.26 | 58.44 | 69.55 | 58.83 | 75.47 | 59.00 | 67.99 | 69.47 | 58.04 | 75.34 | 58.89 | 72.77 | 76.30 | 91.06 | 58.13 | 56.70 | 75.29 | 57.97 | 58.69 | 58.06 |
| 78 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.47 | 57.77 | 58.83 | 59.01 | 58.76 | 75.46 | 70.05 | 58.54 | 69.24 | 58.16 | 76.38 | 57.72 | 75.15 | 69.36 | 58.67 | 74.37 | 58.04 | 74.41 | 75.65 | 75.21 | 58.16 | 58.67 | 76.52 | 56.76 | 74.93 | 57.88 |
| 66 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.79 | 58.49 | 59.13 | 59.80 | 59.81 | 59.02 | 74.39 | 59.05 | 57.84 | 70.13 | 75.37 | 57.69 | 74.37 | 73.38 | 59.31 | 72.60 | 74.58 | 68.21 | 74.63 | 75.38 | 57.19 | 58.06 | 75.36 | 58.53 | 74.92 | 58.56 |
| 86 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 59.06 | 58.61 | 58.74 | 59.03 | 60.13 | 58.06 | 74.50 | 56.42 | 58.22 | 68.77 | 75.95 | 75.29 | 74.04 | 75.93 | 58.26 | 68.28 | 59.06 | 74.77 | 75.92 | 75.62 | 44.63 | 57.48 | 69.25 | 57.79 | 75.00 | 59.50 |
| 92 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.36 | 58.96 | 59.78 | 59.07 | 59.06 | 75.13 | 74.26 | 59.56 | 59.84 | 59.37 | 75.55 | 58.54 | 67.33 | 57.81 | 59.80 | 67.75 | 58.47 | 74.24 | 74.91 | 75.06 | 58.22 | 59.33 | 74.74 | 57.43 | 58.05 | 58.36 |
| 72 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 58.71 | 60.30 | 58.56 | 59.76 | 59.64 | 76.03 | 74.14 | 58.90 | 59.18 | 58.78 | 75.61 | 70.09 | 74.61 | 74.93 | 59.24 | 68.49 | 58.44 | 72.94 | 75.20 | 75.37 | 58.54 | 59.88 | 75.76 | 58.14 | 60.86 | 58.21 |
| 98 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 60.57 | 58.64 | 59.44 | 57.91 | 59.15 | 57.70 | 74.44 | 57.47 | 74.48 | 58.66 | 57.26 | 56.78 | 75.30 | 57.93 | 58.28 | 75.54 | 56.67 | 67.21 | 76.95 | 56.89 | 75.21 | 58.35 | 57.97 | 57.97 | 57.19 | 57.71 |
| 99 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.84 | 49.17 | 58.72 | 59.73 | 58.91 | 86.29 | 74.37 | 74.31 | 59.53 | 57.97 | 75.85 | 57.09 | 75.80 | 56.80 | 57.80 | 53.88 | 57.10 | 51.43 | 57.02 | 55.99 | 69.53 | 58.17 | 58.31 | 57.07 | 57.09 | 57.45 |
| 63 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 71.81 | 59.25 | 63.19 | 58.23 | 59.25 | 57.14 | 83.18 | 57.52 | 51.91 | 86.58 | 87.50 | 89.32 | 75.80 | 57.16 | 57.55 | 75.72 | 49.66 | 57.31 | 88.68 | 56.48 | 57.44 | 58.41 | 56.88 | 56.40 | 57.32 | 57.18 |
| 75 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.14 | 58.69 | 85.84 | 58.18 | 59.34 | 76.45 | 75.04 | 57.49 | 75.64 | 58.80 | 57.29 | 57.36 | 75.72 | 87.68 | 57.49 | 76.54 | 57.68 | 57.11 | 56.76 | 56.60 | 57.40 | 57.85 | 56.70 | 56.83 | 57.33 | 57.68 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.47 | 57.32 | 59.01 | 59.26 | 59.09 | 76.25 | 75.06 | 57.05 | 76.05 | 58.40 | 76.07 | 57.26 | 75.04 | 58.03 | 58.55 | 76.01 | 57.67 | 58.25 | 77.03 | 57.04 | 58.38 | 58.35 | 56.93 | 57.53 | 57.98 | 56.91 |
| 87 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.53 | 57.94 | 58.28 | 58.20 | 75.22 | 57.52 | 75.28 | 56.99 | 83.24 | 49.15 | 56.85 | 76.90 | 76.11 | 57.27 | 57.90 | 76.38 | 57.26 | 56.65 | 77.65 | 76.36 | 57.27 | 57.00 | 56.62 | 56.70 | 56.88 | 81.16 |
| 90 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.16 | 58.76 | 50.98 | 58.63 | 73.64 | 50.00 | 86.20 | 58.87 | 62.98 | 80.39 | 57.46 | 57.88 | 66.15 | 61.09 | 58.00 | 76.20 | 85.88 | 75.45 | 58.03 | 56.60 | 58.53 | 57.12 | 57.75 | 57.62 | 56.93 | 58.11 |
| 85 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.17 | 58.51 | 74.28 | 58.35 | 58.96 | 57.19 | 83.15 | 58.00 | 81.69 | 59.38 | 57.29 | 57.68 | 75.97 | 57.39 | 57.58 | 57.40 | 56.89 | 75.35 | 87.02 | 85.45 | 56.78 | 56.89 | 56.72 | 56.18 | 56.76 | 56.86 |
| 88 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.51 | 58.92 | 74.78 | 57.90 | 58.13 | 76.06 | 90.46 | 57.77 | 56.43 | 57.98 | 76.75 | 56.64 | 75.88 | 57.21 | 57.70 | 83.58 | 83.92 | 57.14 | 56.63 | 56.36 | 57.52 | 56.72 | 56.39 | 56.43 | 57.78 | 56.58 |
| 96 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.34 | 59.29 | 59.05 | 58.93 | 59.59 | 56.90 | 74.95 | 58.10 | 84.47 | 59.67 | 57.32 | 85.82 | 76.02 | 57.74 | 57.80 | 76.40 | 57.41 | 75.53 | 50.25 | 56.47 | 59.33 | 58.65 | 51.67 | 57.38 | 57.72 | 57.47 |
| 77 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.78 | 58.15 | 74.72 | 58.27 | 58.83 | 76.15 | 85.60 | 57.96 | 75.71 | 56.58 | 87.09 | 56.61 | 62.42 | 62.59 | 57.49 | 76.31 | 56.89 | 63.29 | 77.38 | 56.58 | 56.23 | 56.86 | 56.97 | 56.43 | 56.45 | 56.93 |
| 56 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.22 | 57.50 | 58.12 | 58.46 | 58.59 | 76.37 | 58.98 | 58.78 | 57.82 | 87.52 | 67.37 | 57.26 | 83.45 | 57.48 | 58.12 | 82.84 | 57.66 | 80.70 | 76.33 | 88.83 | 67.35 | 57.13 | 56.37 | 56.85 | 57.85 | 57.28 |
| 93 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.66 | 49.17 | 58.87 | 63.78 | 65.69 | 76.58 | 75.02 | 57.24 | 75.55 | 86.19 | 90.08 | 56.41 | 76.71 | 56.50 | 58.79 | 57.11 | 57.06 | 57.93 | 57.54 | 56.21 | 58.24 | 58.07 | 56.70 | 57.18 | 57.47 | 57.22 |
| 94 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 52.21 | 57.48 | 64.27 | 58.17 | 58.12 | 57.99 | 73.27 | 57.83 | 58.25 | 58.93 | 57.40 | 57.53 | 75.69 | 76.71 | 57.59 | 89.51 | 85.40 | 75.99 | 76.35 | 49.50 | 57.17 | 58.05 | 58.39 | 57.36 | 57.65 | 57.14 |
| 83 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.99 | 58.26 | 58.24 | 58.66 | 59.29 | 75.77 | 73.20 | 57.42 | 57.61 | 74.62 | 58.13 | 56.66 | 75.84 | 57.39 | 57.61 | 76.21 | 57.28 | 75.61 | 76.59 | 87.01 | 57.69 | 57.67 | 57.22 | 56.83 | 57.60 | 56.83 |
| 95 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.53 | 58.35 | 59.34 | 58.34 | 65.12 | 76.21 | 58.53 | 57.83 | 59.34 | 51.32 | 76.53 | 65.28 | 75.19 | 56.67 | 58.08 | 89.32 | 57.71 | 59.01 | 76.60 | 56.64 | 57.59 | 58.16 | 57.37 | 57.36 | 57.26 | 57.49 |
| 38 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.86 | 58.38 | 58.51 | 58.35 | 60.32 | 57.58 | 74.77 | 65.30 | 86.29 | 57.82 | 57.58 | 56.79 | 75.15 | 84.31 | 57.43 | 88.58 | 66.37 | 75.57 | 76.51 | 90.76 | 56.47 | 56.13 | 56.57 | 56.81 | 55.77 | 57.47 |
| 68 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.96 | 59.25 | 85.90 | 58.23 | 59.02 | 76.79 | 74.72 | 57.48 | 86.52 | 53.53 | 57.61 | 57.37 | 56.31 | 57.30 | 57.43 | 77.16 | 57.05 | 75.73 | 90.20 | 88.62 | 55.86 | 57.45 | 56.68 | 56.35 | 56.38 | 56.92 |
| 71 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.92 | 58.90 | 52.31 | 58.14 | 59.44 | 56.52 | 74.92 | 56.86 | 83.52 | 57.10 | 76.33 | 57.26 | 76.48 | 56.08 | 57.17 | 87.62 | 57.51 | 64.14 | 76.60 | 88.25 | 57.47 | 56.68 | 55.82 | 55.82 | 56.78 | 56.93 |
| 69 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 55.02 | 58.19 | 64.99 | 58.76 | 50.63 | 50.42 | 87.66 | 57.54 | 64.27 | 58.82 | 89.28 | 56.88 | 75.24 | 89.48 | 58.00 | 86.01 | 57.07 | 63.92 | 90.98 | 56.76 | 57.78 | 56.50 | 57.30 | 57.26 | 56.63 | 57.18 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 54.09 | 58.26 | 74.93 | 57.56 | 75.44 | 76.39 | 75.61 | 57.36 | 75.87 | 58.99 | 77.70 | 76.90 | 76.17 | 57.64 | 58.00 | 87.76 | 56.59 | 90.85 | 56.76 | 56.56 | 71.18 | 56.60 | 75.74 | 56.26 | 56.45 | 56.30 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.60 | 81.92 | 58.26 | 58.33 | 76.09 | 86.18 | 57.66 | 81.27 | 58.02 | 76.14 | 57.50 | 76.52 | 57.84 | 57.56 | 76.71 | 58.35 | 75.57 | 75.92 | 56.53 | 57.95 | 57.24 | 57.01 | 57.74 | 87.20 | 56.68 |
| 44 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.82 | 58.51 | 75.03 | 58.45 | 74.41 | 57.71 | 74.15 | 58.10 | 87.40 | 57.39 | 91.32 | 57.31 | 75.82 | 82.72 | 57.73 | 68.77 | 56.98 | 84.57 | 76.84 | 56.44 | 57.04 | 57.08 | 57.44 | 56.51 | 57.63 | 56.93 |
| 46 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.98 | 58.79 | 65.05 | 59.11 | 74.40 | 50.26 | 76.00 | 64.33 | 58.61 | 59.09 | 76.16 | 90.39 | 86.00 | 58.01 | 57.96 | 82.49 | 56.98 | 86.52 | 56.71 | 56.76 | 57.89 | 71.72 | 57.07 | 57.43 | 57.84 | 57.00 |
| 61 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.01 | 58.54 | 50.55 | 69.49 | 59.12 | 50.44 | 75.19 | 57.80 | 74.80 | 58.51 | 50.25 | 57.75 | 75.16 | 87.81 | 57.64 | 75.39 | 87.55 | 87.07 | 76.32 | 56.38 | 56.76 | 56.98 | 56.92 | 56.93 | 56.62 | 70.58 |
| 84 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.61 | 58.88 | 50.49 | 58.30 | 74.12 | 76.17 | 75.90 | 57.47 | 56.71 | 58.54 | 75.79 | 56.63 | 89.34 | 75.76 | 58.67 | 73.85 | 57.24 | 50.15 | 88.02 | 56.58 | 79.85 | 56.63 | 56.28 | 57.58 | 56.96 | 56.87 |
| 79 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.50 | 58.26 | 74.06 | 58.76 | 59.11 | 57.52 | 88.66 | 58.42 | 66.90 | 58.68 | 76.20 | 56.73 | 75.83 | 86.61 | 58.44 | 75.74 | 58.39 | 59.51 | 57.20 | 56.88 | 56.44 | 57.87 | 57.59 | 56.76 | 58.00 | 58.13 |
| 73 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.96 | 59.04 | 74.98 | 59.39 | 65.85 | 49.17 | 82.61 | 57.87 | 83.10 | 58.55 | 90.88 | 57.44 | 57.13 | 57.84 | 58.37 | 76.14 | 75.66 | 74.38 | 77.05 | 57.50 | 57.12 | 57.93 | 57.93 | 56.91 | 67.03 | 60.49 |
| 54 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 74.86 | 57.77 | 58.57 | 58.16 | 59.39 | 57.23 | 74.83 | 62.22 | 88.99 | 62.71 | 75.67 | 56.75 | 75.38 | 57.38 | 59.44 | 86.77 | 56.92 | 62.66 | 56.50 | 90.31 | 57.48 | 56.54 | 75.39 | 56.19 | 57.73 | 56.37 |
| 45 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.76 | 57.71 | 57.82 | 60.73 | 58.48 | 76.63 | 73.21 | 56.75 | 51.41 | 88.69 | 76.96 | 56.95 | 76.59 | 89.25 | 56.28 | 77.09 | 57.01 | 89.39 | 75.92 | 55.99 | 56.81 | 57.55 | 56.45 | 56.44 | 56.76 | 56.31 |
| 82 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.48 | 58.38 | 75.26 | 59.12 | 74.51 | 76.15 | 87.18 | 57.66 | 89.33 | 50.27 | 57.20 | 56.88 | 87.78 | 58.25 | 57.70 | 88.17 | 58.24 | 62.23 | 57.03 | 56.40 | 56.19 | 70.14 | 56.31 | 49.17 | 57.31 | 56.93 |
| 59 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.75 | 60.23 | 73.98 | 59.25 | 59.58 | 76.24 | 49.17 | 58.77 | 59.34 | 59.28 | 76.26 | 57.50 | 75.34 | 58.27 | 75.15 | 88.18 | 57.69 | 91.72 | 76.00 | 57.29 | 58.15 | 58.11 | 57.28 | 57.39 | 57.76 | 58.50 |
| 97 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.45 | 75.22 | 57.91 | 69.97 | 56.79 | 76.17 | 51.08 | 57.40 | 88.87 | 49.17 | 76.30 | 57.36 | 76.05 | 57.53 | 57.23 | 88.99 | 57.61 | 56.66 | 76.60 | 57.31 | 56.65 | 57.43 | 56.99 | 56.19 | 56.77 | 56.27 |
Size of the test data: (100, 34)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | col_diff_33 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 143 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -3.72 | -6.82 | -5.89 | -6.90 | -4.24 | 0.93 | -7.31 | -6.75 | -6.28 | -5.55 | 1.72 | -5.53 | 0.57 | -6.89 | -6.44 | 4.48 | -7.31 | -6.29 | 0.96 | -7.45 | -8.36 | -7.27 | -7.57 | -8.26 | -6.99 | -7.60 | 21 |
| 583 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.44 | -5.64 | -6.33 | -5.65 | -3.97 | -6.59 | 0.42 | -5.94 | -6.75 | -7.82 | 1.16 | -5.51 | 0.16 | -5.16 | -5.20 | -2.95 | -5.82 | -2.30 | 0.59 | 1.04 | -6.59 | -5.05 | 3.03 | -6.77 | -6.46 | -5.87 | 20 |
| 282 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -3.33 | -7.97 | -4.64 | -5.81 | -5.19 | -6.47 | 3.76 | -7.51 | -3.08 | -5.61 | 2.76 | -7.07 | 1.63 | 3.76 | -5.66 | 4.29 | -6.82 | -5.05 | 5.67 | -7.55 | -7.89 | -8.13 | -7.66 | -7.56 | -7.79 | -7.56 | 20 |
| 643 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.52 | -6.13 | -6.31 | -6.48 | -6.19 | -6.48 | -0.23 | -6.29 | -6.25 | -6.60 | 1.29 | 0.16 | -0.05 | -1.03 | -4.81 | -0.53 | -6.04 | 0.57 | 2.10 | 1.27 | -6.98 | -5.50 | -1.03 | -5.49 | 1.80 | -8.03 | 20 |
| 601 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.83 | -5.96 | -5.32 | -6.47 | -5.34 | 0.73 | 1.28 | -5.95 | -1.50 | -6.75 | 1.29 | 1.33 | -0.36 | -4.29 | -4.81 | -0.94 | 0.16 | -2.06 | -1.69 | -2.73 | -6.19 | -7.13 | -0.83 | -7.42 | 1.72 | -7.55 | 20 |
| 541 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -3.06 | -6.25 | -5.78 | -6.40 | -5.35 | 0.39 | 0.24 | -6.67 | -1.97 | -1.64 | 1.78 | 0.98 | -3.27 | -2.03 | -4.74 | -2.97 | -1.05 | -2.70 | 0.90 | -2.26 | -6.39 | -6.43 | 2.94 | -6.88 | -6.01 | -1.49 | 20 |
| 462 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.43 | -5.55 | -4.40 | -6.08 | -5.73 | -0.71 | -2.74 | -5.13 | -0.10 | -7.26 | 0.87 | -5.24 | -3.90 | -2.28 | -4.64 | 2.03 | -4.02 | 0.25 | 1.88 | 3.03 | -6.13 | -7.09 | 2.37 | -7.19 | -5.00 | -5.88 | 20 |
| 123 | 372 | 8 | 0.10 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.23 | 6.51 | -6.25 | -6.60 | -5.95 | 6.25 | 2.08 | -1.10 | -4.20 | -7.74 | 1.24 | -6.76 | 0.83 | -6.98 | -6.49 | -6.94 | -7.72 | -5.50 | -6.88 | -8.93 | -2.83 | -8.22 | -6.76 | -7.52 | -8.31 | -7.62 | 20 |
| 241 | 372 | 8 | 0.10 | 24 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -4.95 | -6.67 | -6.03 | -6.77 | -5.81 | -7.82 | 1.79 | -7.38 | 3.03 | -6.16 | -6.68 | -6.77 | 1.32 | -6.08 | -6.24 | 1.64 | -8.18 | -4.46 | 1.97 | -7.07 | 1.12 | -7.49 | -7.51 | -6.06 | -7.76 | -7.21 | 20 |
| 20 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.38 | -5.88 | -5.63 | -6.38 | -5.36 | -5.98 | 1.63 | -7.93 | 5.04 | -6.16 | -6.51 | 3.91 | 1.32 | -6.56 | -7.10 | 2.60 | -7.19 | 1.72 | -5.76 | -8.17 | -7.67 | -6.72 | -4.19 | -8.21 | -7.61 | -9.01 | 19 |
| 522 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.26 | -5.82 | -5.47 | -5.88 | -5.39 | 0.76 | 0.37 | -5.45 | -4.75 | -5.71 | 1.46 | -4.95 | -3.90 | -6.30 | -3.96 | -2.67 | -5.83 | 0.94 | 1.34 | 0.26 | -6.20 | -5.63 | 2.56 | -7.19 | -6.93 | -7.14 | 19 |
| 523 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.88 | -4.01 | -6.35 | -5.79 | -5.56 | 1.41 | -0.51 | -4.90 | -5.17 | -5.97 | 1.03 | -0.37 | 1.47 | 1.87 | -4.87 | -1.04 | -5.35 | -0.12 | 0.84 | 0.05 | -6.59 | -5.20 | 3.35 | -7.29 | -3.99 | -6.44 | 19 |
| 83 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -4.98 | -8.11 | -5.58 | -6.81 | -6.82 | -6.32 | 1.04 | -5.95 | -6.90 | -5.65 | -6.15 | -7.04 | 1.04 | 2.24 | -5.24 | 5.89 | 3.48 | 1.08 | 1.22 | -6.49 | -7.18 | -8.00 | -7.79 | -7.94 | -7.63 | -7.96 | 19 |
| 460 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.47 | -6.44 | -6.00 | -6.82 | -6.07 | -5.19 | -1.15 | -6.22 | -6.17 | 4.05 | 0.97 | 0.90 | -0.83 | -1.74 | -5.46 | -2.94 | -5.45 | 0.73 | 1.02 | 1.62 | -6.10 | -6.44 | 2.53 | -6.86 | -5.40 | -0.99 | 19 |
| 382 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.39 | -6.67 | -5.64 | -5.83 | -5.75 | -1.75 | -0.21 | -5.46 | -5.41 | -7.35 | 0.24 | -5.70 | -3.01 | 0.50 | -3.98 | 1.15 | -4.93 | -1.71 | 1.49 | 0.90 | -6.18 | -5.54 | 3.31 | -5.34 | -6.95 | 2.39 | 19 |
| 440 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.37 | -6.64 | -6.21 | -6.40 | -6.56 | 0.56 | -0.33 | -5.87 | -1.72 | -5.97 | 0.30 | 0.30 | -2.51 | -5.36 | -5.22 | -0.74 | -5.47 | 0.76 | 0.80 | 0.08 | -7.19 | -6.31 | 2.60 | -6.88 | -1.85 | -6.17 | 19 |
| 23 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -1.74 | -6.56 | -6.74 | -6.94 | -6.47 | 2.17 | -6.09 | -6.01 | -6.32 | 6.54 | -4.58 | -6.32 | 2.45 | -7.15 | -5.19 | 4.15 | -6.42 | 2.05 | 1.85 | 4.03 | -2.54 | -7.66 | -7.48 | -8.12 | -7.89 | -7.39 | 19 |
| 263 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.67 | -7.05 | -4.97 | -6.43 | 0.43 | -6.78 | 3.59 | -5.99 | -1.38 | 3.50 | -6.74 | -5.70 | -3.78 | -6.36 | -5.99 | 1.13 | 3.28 | 0.39 | -5.77 | -7.06 | -5.56 | -7.84 | -8.22 | -7.17 | -8.30 | -9.93 | 19 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.89 | -6.54 | 0.48 | -6.55 | -5.88 | -6.28 | 5.33 | -6.76 | -6.13 | -7.33 | 1.61 | -6.46 | 2.19 | 4.03 | -6.53 | 1.28 | -7.58 | -2.69 | -6.67 | -6.35 | -6.98 | -7.68 | -7.31 | -8.42 | -7.20 | -6.28 | 19 |
| 342 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.67 | -7.04 | -0.82 | -5.97 | -0.18 | -6.10 | 1.68 | -4.38 | -6.29 | -6.19 | 1.11 | 3.31 | 4.10 | -5.70 | -6.43 | 3.90 | -5.85 | 3.98 | -6.40 | -7.06 | -6.37 | -1.84 | -7.49 | -7.55 | -6.41 | -8.36 | 19 |
| 341 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.57 | -6.06 | 1.30 | -6.38 | -0.19 | -5.15 | -0.51 | -5.14 | 1.15 | -6.20 | 4.64 | -6.01 | 0.97 | 2.23 | -5.13 | -1.70 | -6.83 | 3.93 | 1.95 | -7.20 | -6.62 | -7.66 | -6.65 | -7.56 | -6.83 | -7.33 | 19 |
| 281 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.31 | -5.77 | -5.61 | -6.21 | -5.12 | -8.27 | -0.25 | -6.90 | 4.20 | -6.91 | 1.48 | -6.31 | 0.75 | -7.10 | -8.10 | 3.12 | -5.95 | -6.10 | 1.46 | 2.72 | -6.86 | -8.07 | -8.00 | -7.19 | -7.73 | -7.35 | 19 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.17 | 6.51 | -5.83 | -3.66 | -5.20 | 1.22 | 1.48 | -7.54 | 1.57 | 3.73 | 4.11 | -7.43 | 1.65 | -6.51 | -7.43 | -7.17 | -7.72 | -7.05 | -6.41 | -7.30 | -7.33 | -8.13 | -8.16 | -8.15 | -7.39 | -7.88 | 18 |
| 622 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.98 | -6.18 | -1.31 | -5.93 | -6.79 | 0.21 | 0.57 | -6.00 | -2.23 | -1.28 | -2.71 | 1.75 | 1.28 | -2.49 | -5.98 | -0.95 | -5.23 | -0.79 | 0.59 | 0.44 | -6.46 | -6.66 | 2.02 | -6.62 | 3.09 | -7.16 | 18 |
| 641 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.14 | -5.59 | -5.77 | -6.31 | -4.19 | -5.71 | -2.49 | -5.12 | -1.06 | -7.52 | 0.80 | -1.97 | 0.20 | -0.06 | -3.41 | -4.29 | -1.00 | 1.35 | 0.88 | 0.64 | -5.95 | -6.20 | 2.44 | -5.95 | -6.58 | 2.31 | 18 |
| 400 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.39 | -6.56 | -5.75 | -5.77 | -5.86 | 1.76 | -0.17 | -6.15 | -5.68 | -6.53 | 0.54 | 0.19 | 1.61 | -4.27 | -5.66 | 2.24 | -4.83 | -1.25 | 0.55 | -1.04 | -7.94 | -5.97 | 4.23 | -6.44 | 2.36 | -0.71 | 18 |
| 441 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.71 | -5.41 | -5.74 | -6.96 | -5.65 | 1.34 | 0.68 | -5.67 | -0.34 | -6.86 | 1.27 | -3.73 | 0.79 | -2.55 | -4.41 | -1.55 | -0.64 | 0.97 | -1.48 | 0.83 | -6.44 | -6.81 | 2.00 | -5.16 | 2.54 | -7.08 | 18 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.44 | -6.91 | -6.00 | -6.31 | -5.31 | -5.41 | 1.90 | -7.34 | 4.59 | -6.07 | 0.73 | -6.71 | 0.46 | -5.83 | -5.30 | 4.08 | -6.85 | -3.04 | -7.45 | 3.75 | -7.11 | -6.78 | 2.49 | -8.09 | -6.39 | -8.72 | 18 |
| 403 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.63 | -6.55 | 5.28 | -6.31 | -5.72 | 0.42 | -1.77 | -6.74 | -5.73 | -6.55 | 1.79 | -6.79 | -2.50 | 1.23 | -6.00 | -2.94 | -0.86 | 2.66 | 1.07 | 0.86 | -7.79 | -7.18 | 0.64 | -6.77 | -7.95 | -6.57 | 18 |
| 343 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.10 | -5.97 | -6.32 | -3.34 | -7.35 | -5.79 | 0.52 | -6.71 | -0.42 | -6.06 | -5.53 | -6.32 | 0.23 | 2.72 | -6.36 | 0.18 | 3.38 | 5.76 | 1.20 | -7.16 | -6.64 | -7.48 | -7.53 | -7.58 | -7.76 | -1.23 | 18 |
| 640 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.38 | -6.07 | -5.00 | -7.43 | -5.24 | 1.89 | 0.50 | -5.25 | -6.27 | -6.47 | 0.79 | 1.85 | -2.06 | 0.45 | -4.45 | -0.54 | -4.53 | 3.25 | 1.31 | -0.17 | -5.69 | -7.27 | -6.39 | -6.45 | -7.19 | -5.98 | 18 |
| 322 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -2.18 | -6.77 | 0.74 | -6.51 | -6.68 | -5.93 | 4.46 | -6.37 | 5.38 | 0.08 | -7.00 | -6.06 | 1.01 | -6.70 | -5.08 | -7.41 | -7.45 | 0.36 | 4.97 | 4.10 | -7.76 | -7.76 | -7.79 | -7.71 | -7.65 | -7.52 | 18 |
| 22 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.65 | -6.74 | 2.44 | -6.59 | -5.85 | 1.21 | 4.74 | -6.85 | 1.18 | -7.27 | 2.56 | -6.48 | -5.80 | -5.88 | -6.71 | 2.03 | -5.82 | -4.42 | 2.38 | -5.97 | -7.24 | -7.73 | -7.66 | -7.14 | -7.75 | -7.44 | 18 |
| 202 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.63 | -6.75 | 6.71 | -7.17 | -5.97 | 1.95 | 1.14 | -8.57 | 1.64 | -6.15 | -7.00 | -7.18 | 0.79 | 3.64 | -5.49 | 1.50 | -6.70 | -6.52 | -7.79 | -6.48 | -7.89 | -7.06 | -7.60 | -8.92 | -7.51 | -8.16 | 18 |
| 203 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.39 | -8.89 | -6.58 | -5.35 | -6.53 | 0.59 | 2.03 | -7.66 | 1.89 | -7.49 | 1.19 | -6.43 | 0.06 | -5.72 | -5.26 | 1.04 | -5.82 | -6.08 | 2.10 | -6.65 | -8.18 | -6.19 | -6.56 | -7.78 | -6.94 | -8.24 | 18 |
| 362 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.44 | -5.76 | -5.82 | -6.72 | -6.51 | -0.02 | -1.51 | 0.59 | 1.04 | -7.13 | -3.89 | -0.15 | 0.58 | 0.78 | -5.55 | -0.14 | 0.56 | -1.62 | 1.61 | -1.00 | -6.47 | -6.83 | 2.00 | -7.03 | -6.01 | -7.22 | 18 |
| 201 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.29 | -7.11 | -3.27 | -6.65 | -5.97 | -5.48 | 3.60 | -8.03 | -4.34 | 5.98 | 2.62 | 4.98 | 1.33 | -6.12 | -6.24 | 1.20 | -6.07 | -7.70 | 3.24 | -7.87 | -6.91 | -8.18 | -7.23 | -9.04 | -7.09 | -8.44 | 18 |
| 323 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.30 | -6.58 | 1.61 | -7.08 | -6.52 | 0.74 | 10.17 | -7.43 | -4.21 | -6.64 | 1.83 | -6.93 | 1.00 | -6.73 | -5.98 | 3.01 | 4.60 | -6.91 | -6.56 | -6.67 | -6.98 | -7.01 | -7.60 | -7.77 | -6.84 | -7.39 | 18 |
| 401 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.70 | -6.19 | -1.05 | -5.48 | -4.76 | 0.73 | -1.99 | -5.84 | -6.83 | -6.90 | 1.11 | 0.92 | 2.33 | -4.84 | -5.25 | 0.12 | -6.06 | -0.81 | 1.09 | 0.58 | 3.79 | -5.14 | 3.90 | -6.70 | -5.71 | -5.43 | 17 |
| 642 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.33 | -5.73 | 4.80 | -5.48 | -6.07 | 0.19 | -0.70 | -4.93 | -4.76 | -4.91 | 1.70 | 0.37 | 0.07 | -0.36 | -4.37 | -1.53 | -6.27 | 0.62 | 1.31 | -0.69 | -5.87 | -6.94 | 5.04 | -5.15 | -0.79 | -6.17 | 17 |
| 103 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -6.30 | 1.06 | -6.02 | -0.00 | 0.95 | 4.50 | -6.36 | 4.43 | -5.57 | -6.19 | -6.33 | 4.00 | -5.82 | -6.55 | 4.39 | -5.55 | -5.91 | -6.58 | -6.81 | -7.02 | -2.50 | -7.88 | 6.51 | -7.33 | -7.81 | 17 |
| 223 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.15 | -6.05 | 4.18 | -6.73 | -5.22 | 1.78 | 0.67 | -6.94 | 2.46 | -1.83 | -5.58 | -5.34 | -2.79 | -6.95 | -6.34 | 1.25 | -6.26 | 1.71 | 5.79 | 4.49 | -7.33 | -7.42 | -7.08 | -7.39 | -8.37 | -6.84 | 17 |
| 402 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | -7.54 | -6.22 | -6.86 | -6.25 | 1.33 | 0.22 | 0.38 | -6.67 | -5.87 | 1.28 | -0.11 | 1.23 | 1.69 | -5.44 | -2.08 | -4.98 | -0.85 | 1.56 | 0.15 | -6.71 | -4.70 | 3.00 | -5.70 | -6.87 | -6.39 | 17 |
| 221 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.89 | -5.85 | -6.58 | -6.46 | -5.83 | -5.31 | 0.12 | -7.24 | 3.57 | -6.50 | -4.83 | -5.78 | 1.48 | 3.28 | -6.36 | 2.89 | -3.68 | 1.91 | 1.62 | 4.43 | -7.38 | -7.88 | -7.79 | -7.32 | -8.38 | -6.90 | 17 |
| 40 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.70 | -5.67 | -5.26 | -6.26 | -0.65 | 1.01 | 2.76 | -6.83 | -7.29 | -6.02 | 0.93 | -6.12 | 3.86 | 1.36 | -4.62 | 2.68 | -5.88 | -5.49 | 4.28 | -6.48 | 6.28 | -7.23 | -7.15 | -7.21 | -7.33 | -7.89 | 17 |
| 520 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.52 | -6.11 | -5.65 | -5.63 | -5.69 | -5.30 | 0.52 | -5.10 | -5.33 | 0.16 | 1.78 | -6.16 | 0.45 | 0.05 | -4.02 | -1.17 | 1.43 | -3.12 | -0.97 | 1.07 | -5.72 | -5.50 | 2.20 | -6.00 | 0.52 | -6.92 | 17 |
| 142 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.38 | -6.08 | -6.49 | -6.68 | -5.74 | 1.44 | 2.81 | -7.27 | -7.08 | 0.73 | -5.96 | -6.93 | 1.85 | -6.23 | -6.85 | 1.71 | -6.78 | 1.12 | 1.95 | 4.47 | -5.59 | -7.50 | -7.52 | -8.19 | -6.96 | -7.90 | 17 |
| 521 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.70 | -5.92 | -5.75 | -5.83 | -4.78 | -6.01 | 0.63 | -7.36 | -6.02 | -1.98 | 1.36 | 0.93 | 0.86 | 2.37 | -5.13 | -2.50 | -5.71 | 1.94 | 2.09 | 1.08 | -7.91 | -6.64 | -0.08 | -7.00 | 3.06 | -5.30 | 17 |
| 163 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.28 | 1.80 | -6.93 | -2.34 | -2.47 | -0.00 | -7.00 | -8.76 | 4.98 | 6.51 | 0.91 | -5.62 | 2.23 | -7.29 | -7.42 | 4.14 | -5.17 | -7.59 | 1.46 | -6.24 | -6.63 | -6.13 | -7.78 | -8.58 | -7.72 | -8.32 | 17 |
| 421 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.90 | -4.36 | -3.81 | -5.62 | -4.82 | 0.37 | 0.93 | -4.75 | -3.53 | -6.95 | -1.79 | 1.78 | 0.71 | 0.55 | -3.48 | -3.21 | -4.60 | 0.54 | -0.01 | 0.77 | -6.41 | -6.54 | -1.61 | -6.79 | -6.38 | 2.50 | 17 |
| 580 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.76 | -6.06 | -5.69 | -6.24 | -5.55 | 0.94 | 0.34 | 2.50 | -1.69 | -1.67 | 1.50 | 0.99 | 0.83 | 0.61 | -4.52 | -6.38 | -4.59 | -5.44 | 1.80 | -0.20 | -6.48 | -6.40 | 2.77 | -2.33 | -6.71 | -6.57 | 17 |
| 502 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.49 | -6.17 | -5.54 | -7.05 | -6.27 | 1.83 | 0.24 | -5.88 | -1.78 | -1.23 | -0.30 | 1.47 | 1.34 | 1.28 | -6.07 | -2.23 | -6.12 | 1.45 | 1.95 | -0.73 | -5.64 | -6.53 | 2.06 | -6.29 | 2.26 | -7.67 | 17 |
| 562 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.63 | -5.55 | -5.58 | -6.62 | -6.06 | -0.36 | 0.20 | -5.15 | -6.34 | -6.25 | 0.73 | 1.16 | -3.46 | -1.95 | -5.28 | 1.81 | -5.26 | 0.65 | 0.63 | 0.95 | 2.53 | -6.87 | 1.76 | -7.17 | -7.15 | -6.22 | 17 |
| 620 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.38 | -6.40 | -6.07 | -6.48 | -6.50 | 0.96 | 0.81 | -6.19 | -6.21 | -6.22 | 1.28 | 1.48 | -0.70 | 0.78 | -5.76 | -2.46 | -5.45 | 2.24 | 1.12 | 1.61 | -6.85 | -7.02 | 2.56 | -6.93 | -6.82 | -6.91 | 17 |
| 661 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -1.25 | -5.18 | -5.46 | -6.76 | -6.08 | 0.62 | 0.72 | -2.35 | -1.36 | -6.45 | 0.70 | 0.41 | -1.84 | 1.28 | -5.55 | -2.92 | -5.80 | 4.17 | 1.30 | -1.45 | 1.63 | -6.50 | 1.52 | -6.58 | -6.12 | -7.56 | 17 |
| 480 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.68 | -6.65 | -5.19 | -6.64 | -4.86 | -5.26 | 0.29 | 1.49 | -6.88 | -6.90 | -2.96 | 0.86 | 0.25 | 0.43 | -5.06 | -3.43 | -0.31 | -2.83 | -2.80 | 0.95 | 2.54 | -5.18 | 2.03 | -4.65 | 2.59 | -5.41 | 17 |
| 361 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | -7.32 | -5.67 | -6.27 | -6.62 | -1.57 | -0.85 | -1.99 | 0.94 | -6.59 | 1.18 | 1.35 | -2.78 | 1.39 | -5.49 | -1.57 | 0.39 | 0.86 | 0.74 | 1.08 | -6.30 | -7.07 | -0.76 | -7.22 | -1.96 | -7.02 | 17 |
| 680 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.47 | -5.80 | 0.09 | -1.97 | -5.93 | 0.60 | 1.75 | -4.93 | -6.09 | -5.96 | 1.05 | -1.95 | -0.05 | 0.71 | -5.00 | 0.31 | -6.03 | -2.56 | 1.61 | 0.59 | -5.20 | -5.11 | 2.81 | -6.36 | -1.28 | -6.94 | 17 |
| 463 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.01 | -6.63 | -5.68 | -5.78 | -6.02 | 0.63 | 0.29 | -4.20 | -0.59 | -6.25 | 1.99 | -5.42 | 1.76 | -1.08 | -5.20 | 1.24 | -5.58 | 1.62 | 1.54 | 0.64 | -6.01 | -5.07 | 2.63 | -7.16 | 2.00 | -7.01 | 16 |
| 481 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.29 | -5.54 | 1.49 | -6.35 | -6.66 | -0.39 | 2.12 | -6.64 | -1.57 | -6.96 | 2.23 | 1.23 | 1.21 | 0.10 | -5.37 | -4.00 | 0.91 | -1.26 | 1.39 | -0.05 | -6.16 | -6.55 | 3.50 | -7.61 | -6.80 | -7.70 | 16 |
| 261 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.06 | -6.83 | -7.10 | -6.15 | 1.19 | -5.54 | 1.66 | -7.20 | 2.97 | -5.97 | -6.46 | 2.29 | 1.22 | -6.61 | -5.08 | 1.87 | -5.94 | -6.73 | 2.52 | 1.82 | -7.54 | -6.95 | -6.27 | -6.33 | -7.53 | 4.95 | 16 |
| 561 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.51 | -5.57 | -0.10 | -6.22 | -1.72 | 0.74 | 0.21 | -5.09 | -5.18 | -6.59 | 0.97 | -2.94 | -1.56 | -1.23 | -4.54 | -3.77 | -1.66 | 0.71 | 0.47 | 1.41 | -5.59 | -7.09 | 2.20 | -4.70 | 2.61 | 2.01 | 16 |
| 340 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.13 | -6.01 | 3.59 | -6.93 | -7.60 | 0.71 | 3.30 | -6.52 | 2.63 | -6.97 | 1.00 | -6.07 | 2.37 | -6.50 | -6.93 | 2.24 | -5.19 | 1.46 | 0.79 | -6.98 | -5.84 | -5.86 | -7.16 | -7.99 | 4.23 | -7.36 | 16 |
| 621 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.58 | -6.25 | -6.66 | -5.68 | -6.25 | 0.55 | 1.08 | -4.51 | -6.68 | -5.44 | 1.53 | 0.37 | 0.61 | 0.43 | -5.76 | -3.48 | -6.07 | -2.71 | -0.86 | 1.86 | -5.75 | -6.43 | 1.92 | -6.75 | 3.33 | -7.90 | 16 |
| 663 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.23 | -5.83 | 2.08 | -6.85 | -6.34 | 1.17 | 0.96 | -5.66 | -5.77 | -5.85 | 2.01 | 0.28 | -2.79 | -5.09 | -5.37 | -2.51 | 0.55 | 1.03 | -2.54 | 2.14 | 1.95 | -2.21 | 2.79 | -5.78 | -7.30 | -6.45 | 16 |
| 682 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.41 | -1.78 | -5.64 | -5.62 | -5.86 | 1.87 | 1.08 | -7.14 | -6.21 | -5.96 | 0.74 | 1.07 | -0.95 | 0.81 | -5.75 | 0.60 | -6.30 | 1.18 | 1.78 | -0.03 | -5.85 | -5.13 | 1.07 | -6.99 | -6.86 | 2.40 | 16 |
| 42 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.70 | -6.19 | 1.86 | -6.08 | -5.28 | 6.51 | 3.41 | -6.38 | 3.28 | -6.11 | 4.43 | -6.05 | -2.84 | -5.48 | -8.14 | 1.23 | 1.29 | 0.31 | 1.35 | -6.34 | -6.77 | -7.70 | -6.19 | -7.35 | -2.22 | -7.67 | 16 |
| 383 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.82 | -5.13 | -5.64 | -5.30 | -5.54 | 1.61 | 1.17 | -6.45 | -5.97 | -6.73 | 1.45 | -1.56 | 1.95 | 1.29 | -4.59 | 0.58 | -1.11 | 1.50 | 1.27 | -0.79 | -5.26 | -7.24 | 3.35 | -6.62 | -6.75 | -7.37 | 16 |
| 442 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.64 | -5.63 | -6.41 | -6.98 | -5.60 | 0.70 | 0.03 | -6.72 | 4.24 | -6.31 | 1.77 | -6.11 | -3.83 | 3.98 | -5.14 | 2.77 | -6.14 | -1.26 | 0.88 | 1.31 | -7.98 | -7.17 | 2.90 | -7.02 | -2.24 | -7.15 | 16 |
| 100 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.15 | -7.08 | -5.27 | -8.21 | -5.67 | 0.57 | 1.37 | -6.97 | -4.32 | 4.49 | 2.05 | -6.38 | 1.94 | 3.00 | -6.25 | 2.17 | -6.34 | 3.22 | 0.54 | -6.67 | -7.99 | -7.32 | -7.81 | -7.62 | -6.49 | -8.32 | 16 |
| 542 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.13 | -6.78 | -1.75 | -6.71 | -6.05 | 0.69 | -1.06 | 2.20 | -3.88 | -6.17 | 1.16 | 1.34 | -0.17 | 1.04 | -5.41 | -1.52 | -0.40 | -1.50 | 1.94 | 1.14 | -5.49 | -6.72 | 3.21 | -7.12 | 2.29 | -7.09 | 16 |
| 501 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.75 | -5.41 | -1.01 | -7.09 | -5.83 | 1.36 | -0.24 | -5.56 | -7.11 | -5.64 | 1.22 | 1.53 | 1.59 | 1.78 | -6.15 | 2.29 | 0.12 | -0.21 | -2.08 | 0.80 | -6.07 | -5.94 | 2.11 | -6.38 | 1.87 | -8.22 | 16 |
| 160 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | -6.52 | 0.79 | -5.96 | -5.68 | 1.34 | 6.51 | -6.26 | -5.60 | -6.83 | 1.62 | -6.57 | 0.63 | -6.01 | 1.12 | 2.53 | -6.06 | 5.37 | 1.06 | -6.77 | -6.16 | -7.80 | -8.43 | -7.94 | -7.64 | -7.60 | 16 |
| 363 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.37 | -5.86 | 3.56 | -6.20 | -6.07 | 0.08 | 0.80 | -5.50 | -1.45 | -1.92 | 2.02 | 1.73 | -0.13 | -1.57 | -5.04 | 1.33 | -5.20 | -0.15 | 1.29 | 1.39 | -7.57 | -5.67 | 2.31 | -1.50 | 3.50 | -7.05 | 15 |
| 582 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | -5.93 | -5.10 | -6.61 | -5.98 | 0.77 | 0.76 | -6.23 | -7.15 | -6.36 | 0.57 | -0.75 | 1.03 | 1.86 | -6.00 | 0.83 | -1.51 | 1.80 | 1.13 | 1.58 | -6.76 | -6.17 | 3.84 | 1.48 | -6.27 | -7.31 | 15 |
| 660 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.21 | 4.47 | -5.45 | -7.25 | -5.53 | 1.01 | 0.90 | -5.73 | -2.64 | -5.29 | 2.21 | 1.24 | -3.04 | -1.63 | -5.24 | 0.76 | 0.69 | -1.92 | 1.59 | 1.04 | 2.57 | -2.40 | -0.10 | -7.21 | -7.43 | 2.03 | 15 |
| 283 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.71 | -6.86 | 1.05 | -5.40 | 0.84 | 0.65 | 0.85 | -6.81 | 1.48 | -8.11 | 2.10 | 1.77 | 1.70 | -4.92 | -4.79 | 2.71 | -6.48 | 3.38 | -6.56 | -6.99 | -1.69 | -7.19 | 4.43 | -7.64 | -6.74 | -8.14 | 15 |
| 603 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.82 | -5.78 | -5.96 | -6.59 | -6.32 | 2.38 | -2.26 | -5.90 | 0.15 | -7.47 | 1.81 | -1.49 | -0.87 | 0.23 | -4.95 | 0.19 | -5.44 | 0.78 | 2.57 | 1.72 | -1.84 | -7.00 | 1.97 | -6.61 | -5.85 | 2.23 | 15 |
| 543 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.73 | -6.30 | -1.79 | -6.14 | -5.69 | -1.31 | -0.14 | -4.77 | -5.88 | -5.14 | -1.50 | 2.07 | 1.55 | 0.78 | -5.92 | 2.26 | -0.63 | 1.10 | 0.38 | 0.36 | -8.74 | 3.54 | 1.31 | -7.09 | 1.23 | 2.41 | 15 |
| 420 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -5.89 | -5.97 | -6.15 | -5.60 | -0.33 | 1.29 | -5.27 | 1.07 | -1.49 | 0.80 | 0.12 | 0.36 | -2.26 | -5.17 | 1.88 | -5.73 | -1.60 | 0.94 | 1.37 | 1.54 | -5.93 | -1.06 | -8.16 | 1.76 | -7.47 | 15 |
| 483 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.17 | -1.47 | -5.19 | -6.31 | -5.82 | -0.83 | 0.45 | -5.54 | -5.70 | -6.47 | 0.80 | 1.30 | 1.83 | -1.18 | -5.54 | 0.58 | -5.47 | 1.08 | 0.43 | 1.12 | -6.76 | -6.97 | 1.63 | -5.51 | 2.20 | 1.87 | 15 |
| 422 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.82 | -2.07 | -6.05 | -5.99 | -6.51 | 4.14 | 3.05 | -5.70 | 3.05 | -6.67 | 1.79 | 1.61 | 3.83 | 1.45 | -4.43 | -2.98 | -6.36 | 1.30 | 0.96 | 0.25 | -6.61 | -7.07 | 2.15 | -6.47 | -3.64 | -6.82 | 15 |
| 623 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.23 | -6.15 | 4.03 | -6.73 | -1.09 | -0.63 | -0.29 | 2.49 | -5.60 | -7.45 | 6.14 | 0.55 | 0.68 | 1.28 | -5.64 | 1.19 | -1.90 | -0.66 | 1.24 | 1.85 | 0.20 | -5.97 | 2.78 | -6.98 | -6.30 | -6.93 | 15 |
| 500 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.88 | -6.45 | -4.73 | -5.43 | -5.45 | -0.37 | 2.30 | -2.16 | -1.80 | -5.96 | 0.33 | 0.92 | 0.48 | 0.48 | -4.50 | 0.10 | -6.03 | -2.56 | 0.03 | 1.15 | 0.92 | -5.91 | 3.27 | -7.59 | -5.45 | 2.31 | 15 |
| 461 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.28 | 1.32 | -5.33 | -5.98 | -5.80 | -5.85 | 0.23 | 2.59 | -6.34 | -6.33 | -0.36 | 0.07 | 2.49 | 1.79 | -5.64 | -0.41 | -1.30 | 0.10 | 0.68 | 1.29 | -5.89 | -3.02 | 3.03 | -6.08 | -6.94 | -4.90 | 15 |
| 380 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.56 | -6.46 | -5.40 | -6.15 | -6.14 | -3.86 | 1.00 | -4.68 | -6.62 | -7.19 | 0.79 | 0.43 | -3.95 | -4.80 | -5.61 | 0.55 | 0.45 | 0.82 | 0.95 | -3.17 | 3.46 | -6.19 | 1.73 | -5.76 | 2.08 | -8.33 | 15 |
| 540 | 372 | 8 | 0.01 | 24 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.74 | -6.81 | -6.19 | -5.82 | -6.34 | 0.74 | 1.31 | -6.37 | -6.26 | -6.64 | 0.79 | -2.27 | -2.77 | 0.77 | -5.00 | 0.04 | -6.01 | -2.13 | 2.33 | 0.18 | -6.80 | -6.52 | 2.90 | -5.88 | 1.90 | 1.22 | 15 |
| 581 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.82 | -6.14 | -5.07 | -5.75 | -5.78 | 0.50 | -0.49 | -5.54 | 1.31 | -6.68 | 0.62 | -5.13 | 1.20 | -5.58 | -4.50 | 0.28 | -4.52 | 0.93 | 0.15 | 0.66 | -6.42 | -5.92 | 2.17 | -7.20 | 1.95 | -1.69 | 15 |
| 560 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.84 | -6.00 | -5.46 | 0.55 | -5.34 | 0.83 | 1.13 | -5.00 | 2.53 | -4.14 | 2.03 | 0.88 | 1.03 | -5.16 | -4.52 | 1.02 | -5.69 | 0.69 | 0.99 | 0.86 | -6.06 | -7.01 | 0.80 | -7.10 | -7.11 | -7.68 | 14 |
| 423 | 372 | 8 | 0.01 | 24 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.97 | -5.58 | -6.78 | -5.50 | -5.24 | 0.81 | 0.60 | 2.21 | 1.10 | -6.29 | 2.26 | 1.68 | -2.33 | -2.78 | -4.50 | -0.80 | 0.78 | -2.49 | 2.07 | 0.63 | -7.10 | -6.29 | 2.37 | -5.87 | 3.03 | -7.23 | 14 |
| 602 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.85 | -5.78 | -1.06 | -6.44 | -6.18 | 0.30 | 0.39 | -5.65 | -6.01 | -7.63 | 0.31 | 1.41 | 0.70 | 0.52 | -5.66 | 1.91 | 2.17 | -3.65 | -1.49 | 0.90 | -8.47 | -6.95 | 2.10 | -7.32 | 1.25 | -7.21 | 14 |
| 360 | 372 | 8 | 0.01 | 24 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.58 | -6.42 | -5.09 | -6.04 | -6.76 | 1.36 | 0.01 | -2.30 | -5.48 | -6.19 | 1.85 | 1.75 | 1.04 | 0.99 | -4.42 | -2.32 | -2.01 | -0.39 | 0.71 | 0.31 | -6.96 | -7.01 | 2.16 | 1.84 | 2.42 | -7.72 | 14 |
| 563 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.07 | -6.92 | -6.58 | -6.39 | -5.50 | 0.68 | 0.26 | -5.48 | 0.60 | -5.90 | 1.25 | 0.35 | -3.20 | 1.01 | -5.69 | -3.93 | 0.50 | 0.89 | 0.74 | 0.90 | -5.63 | -6.46 | 2.36 | -6.12 | -4.65 | 0.81 | 13 |
| 662 | 372 | 8 | 0.01 | 24 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.62 | -6.66 | -0.51 | -5.86 | -5.01 | 0.99 | 0.72 | -4.55 | -4.27 | -6.23 | 2.04 | 1.14 | -2.35 | 0.86 | -4.57 | -0.25 | -0.01 | 0.58 | 0.85 | 0.66 | -6.19 | -6.46 | 1.87 | 2.82 | 2.39 | 1.26 | 13 |
| 381 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.78 | -5.88 | -1.34 | -6.19 | -6.08 | 0.33 | 0.18 | -5.42 | -6.44 | 1.73 | -0.34 | 1.22 | 0.68 | 1.24 | -4.55 | 0.89 | -5.50 | 0.94 | 0.74 | 1.67 | 1.39 | -6.51 | 2.34 | -7.33 | 2.51 | -1.68 | 13 |
| 443 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.43 | -6.18 | 0.49 | -6.74 | -6.00 | -0.00 | -0.42 | 2.02 | -6.47 | -5.91 | 1.81 | 1.62 | -3.65 | 2.72 | -4.97 | 0.87 | -2.01 | 1.53 | 0.57 | 0.92 | 2.34 | -6.03 | 2.06 | -7.53 | -2.71 | 2.41 | 13 |
| 503 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.84 | -6.60 | 0.86 | -6.21 | -5.23 | 2.68 | -0.60 | -5.86 | -6.89 | -2.73 | 0.80 | 0.98 | 0.05 | 2.22 | -4.30 | 0.80 | -5.67 | 1.03 | 1.04 | 1.02 | -7.06 | -6.38 | 3.61 | 2.28 | -6.68 | -6.79 | 13 |
| 681 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.26 | -5.20 | -5.18 | -6.68 | -5.13 | -0.71 | 0.85 | -6.24 | 1.21 | -4.25 | 1.06 | 0.63 | 1.91 | 1.02 | -5.52 | 0.18 | 0.73 | 0.62 | 0.83 | 0.54 | -6.42 | -6.50 | 3.08 | -6.48 | 2.63 | -1.97 | 13 |
| 600 | 372 | 8 | 0.01 | 24 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | -5.24 | -6.43 | -5.47 | -5.89 | 0.16 | 3.78 | -5.72 | -6.06 | -5.82 | 0.57 | 1.96 | 0.24 | 0.80 | -4.98 | -1.11 | 0.76 | 0.88 | 0.54 | 0.97 | -6.44 | -6.62 | 2.43 | 2.49 | 2.61 | -7.09 | 12 |
| 482 | 372 | 8 | 0.01 | 24 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.08 | -6.12 | 3.45 | -6.84 | -6.09 | 0.69 | 3.50 | -6.58 | 1.59 | -6.80 | 1.47 | 0.38 | 1.65 | -5.55 | -4.49 | 0.82 | 0.64 | 1.56 | 0.95 | 2.01 | -6.63 | -7.03 | 2.43 | -7.45 | -8.06 | -8.12 | 12 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 75.0092 | 5.651647 |
| mAP_valid_abs_values_7 | 74.6767 | 5.816269 |
| mAP_valid_abs_values_13 | 74.5702 | 5.280436 |
| mAP_valid_abs_values_11 | 74.0128 | 5.755933 |
| mAP_valid_abs_values_19 | 73.5403 | 4.463060 |
| mAP_valid_abs_values_18 | 72.5249 | 5.521301 |
| mAP_valid_abs_values_20 | 72.3495 | 6.257200 |
| mAP_valid_abs_values_6 | 72.1377 | 7.017047 |
| mAP_valid_abs_values_14 | 70.6853 | 6.147259 |
| mAP_valid_abs_values_12 | 70.4902 | 5.614092 |
| mAP_valid_abs_values_23 | 70.0235 | 4.421898 |
| mAP_valid_abs_values_9 | 69.7733 | 7.060057 |
| mAP_valid_abs_values | 69.7361 | 5.403071 |
| mAP_valid_abs_values_3 | 67.6477 | 6.583348 |
| mAP_valid_abs_values_25 | 67.4887 | 5.143091 |
| mAP_valid_abs_values_17 | 67.4234 | 5.467562 |
| mAP_valid_abs_values_8 | 66.7780 | 6.634564 |
| mAP_valid_abs_values_26 | 66.4829 | 3.491247 |
| mAP_valid_abs_values_10 | 66.0376 | 5.919745 |
| mAP_valid_abs_values_5 | 65.5601 | 2.961951 |
| mAP_valid_abs_values_21 | 65.2480 | 5.350683 |
| mAP_valid_abs_values_2 | 65.2101 | 5.127323 |
| mAP_valid_abs_values_4 | 65.0940 | 1.529487 |
| mAP_valid_abs_values_22 | 64.8179 | 2.795104 |
| mAP_valid_abs_values_24 | 64.8165 | 3.173700 |
| mAP_valid_abs_values_15 | 63.8231 | 1.259981 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_7 | 74.695650 | 7.585041 |
| mAP_test_abs_values_13 | 74.567825 | 6.915213 |
| mAP_test_abs_values_16 | 73.875575 | 8.196911 |
| mAP_test_abs_values_11 | 73.791650 | 8.913692 |
| mAP_test_abs_values_19 | 73.229775 | 7.847723 |
| mAP_test_abs_values_18 | 71.753700 | 7.986762 |
| mAP_test_abs_values_20 | 71.076725 | 9.661065 |
| mAP_test_abs_values_6 | 70.748025 | 9.855997 |
| mAP_test_abs_values_23 | 69.063025 | 8.908015 |
| mAP_test_abs_values_14 | 68.447125 | 9.362696 |
| mAP_test_abs_values_12 | 68.340925 | 9.273026 |
| mAP_test_abs_values | 67.069625 | 9.084060 |
| mAP_test_abs_values_9 | 66.126575 | 10.050049 |
| average_map | 65.798158 | 2.276846 |
| mAP_test_abs_values_3 | 63.808600 | 9.899891 |
| mAP_test_abs_values_25 | 63.777450 | 9.055905 |
| mAP_test_abs_values_17 | 63.297875 | 8.090686 |
| mAP_test_abs_values_8 | 61.546900 | 9.078485 |
| mAP_test_abs_values_26 | 60.932600 | 6.848936 |
| mAP_test_abs_values_10 | 60.838150 | 7.608262 |
| mAP_test_abs_values_5 | 60.145325 | 4.333112 |
| mAP_test_abs_values_21 | 59.724575 | 8.138446 |
| mAP_test_abs_values_2 | 59.645600 | 5.613230 |
| mAP_test_abs_values_4 | 58.880650 | 2.513828 |
| mAP_test_abs_values_24 | 58.729025 | 4.519123 |
| mAP_test_abs_values_22 | 58.372625 | 4.027958 |
| mAP_test_abs_values_15 | 58.266525 | 1.689238 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1 + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()Comparisons of bit size results